1 Introduction

This R script records Denis et al 2021 meta analysis on effect of fauna and litter mixture on litter decomposition across the globe. The manuscript is entitled “Soil fauna accelerate litter mixture decomposition globally, especially in dry environments” published in Journal of Ecology xxx.

This work is based on conceptual figure

Hypothetical framework of this study

FIGURE 1 Hypothetical framework of this study. Litter mixture species richness and soil fauna are experimentally manipulated to depict their respective effect on litter decomposition (Hypotheses 1 and 2) and how precipitation levels influence those interactions. H1- Multiple species litter will have higher decomposition rate than the component single species litter in the mixture and this effect will increase (up to a saturation level) with an increase of litter species richness in mixture. H2- Inclusion of soil fauna will cause a change in the magnitude and direction of litter decomposition of multiple-species experiments, but not in single-species experiments. H3-With decreased precipitation, soil fauna will have a greater positive impact on the decomposition of litter mixtures.

2 Analysis

2.1 Data input and exploration

2.1.1 Data input

The data used in this study is downloadable from xxx. Let’s import data on .csv format file into R.

2.1.2 Data exploration

## [1] 873  60
##   observation.number publication.number
## 1                  1                  1
## 2                  2                  1
## 3                  3                  1
## 4                  4                  1
## 5                  5                  1
## 6                  6                  1
##                                                                                                                       Title
## 1 Interaction between decomposing litter and soil fauna of the Betula ermanii forest floor of the Chanbai Mountains, China 
## 2 Interaction between decomposing litter and soil fauna of the Betula ermanii forest floor of the Chanbai Mountains, China 
## 3 Interaction between decomposing litter and soil fauna of the Betula ermanii forest floor of the Chanbai Mountains, China 
## 4 Interaction between decomposing litter and soil fauna of the Betula ermanii forest floor of the Chanbai Mountains, China 
## 5 Interaction between decomposing litter and soil fauna of the Betula ermanii forest floor of the Chanbai Mountains, China 
## 6 Interaction between decomposing litter and soil fauna of the Betula ermanii forest floor of the Chanbai Mountains, China 
##         Authors   Data_extracted_by Extraction_date Continent Country
## 1 Li et al 2014 Denis Mburu Njoroge      04/06/2020      Asia   China
## 2 Li et al 2014 Denis Mburu Njoroge      04/06/2020      Asia   China
## 3 Li et al 2014 Denis Mburu Njoroge      04/06/2020      Asia   China
## 4 Li et al 2014 Denis Mburu Njoroge      04/06/2020      Asia   China
## 5 Li et al 2014 Denis Mburu Njoroge      04/06/2020      Asia   China
## 6 Li et al 2014 Denis Mburu Njoroge      04/06/2020      Asia   China
##   year_of_experiment                  Site lat_decimals long_decimals eco_type
## 1               2011 Changbai Mountain (1)        42.03        128.03   Forest
## 2               2011 Changbai Mountain (1)        42.03        128.03   Forest
## 3               2011 Changbai Mountain (1)        42.03        128.03   Forest
## 4               2011 Changbai Mountain (1)        42.03        128.03   Forest
## 5               2011 Changbai Mountain (1)        42.03        128.03   Forest
## 6               2011 Changbai Mountain (1)        42.03        128.03   Forest
##   Annual_precip precipitation_levels Annual_temp  Regional_climate
## 1          1000                  low         6.1 subalpine climate
## 2          1000                  low         6.1 subalpine climate
## 3          1000                  low         6.1 subalpine climate
## 4          1000                  low         6.1 subalpine climate
## 5          1000                  low         6.1 subalpine climate
## 6          1000                  low         6.1 subalpine climate
##   climatic_region SOM Soil.C.. Soil.N. Soil.C.N.ratio Soil.pH
## 1       Temperate N/A     12.3    0.57            N/A    4.96
## 2       Temperate N/A     12.3    0.57            N/A    4.96
## 3       Temperate N/A     12.3    0.57            N/A    4.96
## 4       Temperate N/A     12.3    0.57            N/A    4.96
## 5       Temperate N/A     12.3    0.57            N/A    4.96
## 6       Temperate N/A     12.3    0.57            N/A    4.96
##   litterbags_size_cm2 Fauna_available Top_mesh_size Fauna_group
## 1                 300          absent           0.1  microfauna
## 2                 300          absent           0.1  microfauna
## 3                 300          absent           0.1  microfauna
## 4                 300          absent           0.1  microfauna
## 5                 300          absent           0.1  microfauna
## 6                 300          absent           0.1  microfauna
##   Bottom_mesh_size Burial_location Time_Days Duration_period spc_abbr
## 1              0.1        Surface        183          medium    Be,Ra
## 2              0.1        Surface        183          medium    Be,Pk
## 3              0.1        Surface        183          medium Be,Pk,Ra
## 4              0.1        Surface        243          medium    Be,Ra
## 5              0.1        Surface        243          medium    Be,Pk
## 6              0.1        Surface        243          medium Be,Pk,Ra
##   Litter_type Drying_method Oven_temp_C Litter_size sp_div_in_mixture
## 1   Deciduous     air dried         N/A  Whole leaf                 2
## 2   Deciduous     air dried         N/A  Whole leaf                 2
## 3   Deciduous     air dried         N/A  Whole leaf                 3
## 4   Deciduous     air dried         N/A  Whole leaf                 2
## 5   Deciduous     air dried         N/A  Whole leaf                 2
## 6   Deciduous     air dried         N/A  Whole leaf                 3
##   species_richness propotions Mixture_mass_ratio n_expected n_observed Lit_Car
## 1              two      equal              01:01          6          6   56.84
## 2              two      equal              01:01          6          6   50.81
## 3            three      equal           01:01:01          6          6   53.84
## 4              two      equal              01:01          6          6   56.84
## 5              two      equal              01:01          6          6   50.81
## 6            three      equal           01:01:01          6          6   53.84
##   Lit_Nit Lit_Pho Lit_Lig Lit_Car_Nit_ratio Lit_Lig_Nit_ratio expected_decay_k
## 1    1.26     N/A     N/A              45.3               N/A              0.4
## 2    1.43     N/A     N/A             35.47               N/A              0.7
## 3    1.39     N/A     N/A              38.7               N/A             0.57
## 4    1.26     N/A     N/A              45.3               N/A              0.4
## 5    1.43     N/A     N/A             35.47               N/A              0.7
## 6    1.39     N/A     N/A              38.7               N/A             0.57
##   observed_decay_k initial_weight_g Final_weight_g m_expected sd_expected
## 1             0.42                8         6.7504     14.275    2.253331
## 2             0.72                8         5.8368     25.910    2.425119
## 3             0.61                8         6.0608     23.040    4.425144
## 4             0.42                8         6.4896     18.390    3.993269
## 5             0.72                8         5.3024     33.110    5.030378
## 6             0.61                8         5.8208     26.980    3.919528
##   m_observed sd_observed obs_per_day exp_per_day sd_obsv_per_day sd_exp_per_day
## 1      15.62        1.62  0.08535519  0.07800546     0.008852459     0.01231328
## 2      27.04        0.80  0.14775956  0.14158470     0.004371585     0.01325201
## 3      24.24        2.42  0.13245902  0.12590164     0.013224044     0.02418111
## 4      18.88        2.67  0.07769547  0.07567901     0.010987654     0.01643321
## 5      33.72        4.24  0.13876543  0.13625514     0.017448560     0.02070114
## 6      27.24        2.57  0.11209877  0.11102881     0.010576132     0.01612975
##  observation.number publication.number    Title             Authors         
##  Min.   :  1        Min.   : 1.00      Length:873         Length:873        
##  1st Qu.:219        1st Qu.:19.00      Class :character   Class :character  
##  Median :437        Median :33.00      Mode  :character   Mode  :character  
##  Mean   :437        Mean   :30.56                                           
##  3rd Qu.:655        3rd Qu.:42.00                                           
##  Max.   :873        Max.   :56.00                                           
##  Data_extracted_by  Extraction_date     Continent           Country         
##  Length:873         Length:873         Length:873         Length:873        
##  Class :character   Class :character   Class :character   Class :character  
##  Mode  :character   Mode  :character   Mode  :character   Mode  :character  
##                                                                             
##                                                                             
##                                                                             
##  year_of_experiment     Site            lat_decimals    long_decimals    
##  Min.   :1986       Length:873         Min.   :-40.80   Min.   :-135.39  
##  1st Qu.:2007       Class :character   1st Qu.: 27.70   1st Qu.: -52.53  
##  Median :2010       Mode  :character   Median : 42.03   Median :  18.40  
##  Mean   :2010                          Mean   : 33.03   Mean   :  28.88  
##  3rd Qu.:2014                          3rd Qu.: 45.25   3rd Qu.: 116.17  
##  Max.   :2019                          Max.   : 68.21   Max.   : 129.15  
##    eco_type         Annual_precip    precipitation_levels Annual_temp       
##  Length:873         Min.   : 300.0   Length:873           Length:873        
##  Class :character   1st Qu.: 757.0   Class :character     Class :character  
##  Mode  :character   Median : 878.4   Mode  :character     Mode  :character  
##                     Mean   :1158.4                                          
##                     3rd Qu.:1374.4                                          
##                     Max.   :3598.0                                          
##  Regional_climate   climatic_region        SOM              Soil.C..        
##  Length:873         Length:873         Length:873         Length:873        
##  Class :character   Class :character   Class :character   Class :character  
##  Mode  :character   Mode  :character   Mode  :character   Mode  :character  
##                                                                             
##                                                                             
##                                                                             
##    Soil.N.          Soil.C.N.ratio       Soil.pH          litterbags_size_cm2
##  Length:873         Length:873         Length:873         Length:873         
##  Class :character   Class :character   Class :character   Class :character   
##  Mode  :character   Mode  :character   Mode  :character   Mode  :character   
##                                                                              
##                                                                              
##                                                                              
##  Fauna_available    Top_mesh_size      Fauna_group        Bottom_mesh_size  
##  Length:873         Length:873         Length:873         Length:873        
##  Class :character   Class :character   Class :character   Class :character  
##  Mode  :character   Mode  :character   Mode  :character   Mode  :character  
##                                                                             
##                                                                             
##                                                                             
##  Burial_location      Time_Days      Duration_period      spc_abbr        
##  Length:873         Min.   :  16.0   Length:873         Length:873        
##  Class :character   1st Qu.: 124.0   Class :character   Class :character  
##  Mode  :character   Median : 315.0   Mode  :character   Mode  :character  
##                     Mean   : 364.5                                        
##                     3rd Qu.: 608.0                                        
##                     Max.   :2558.0                                        
##  Litter_type        Drying_method      Oven_temp_C        Litter_size       
##  Length:873         Length:873         Length:873         Length:873        
##  Class :character   Class :character   Class :character   Class :character  
##  Mode  :character   Mode  :character   Mode  :character   Mode  :character  
##                                                                             
##                                                                             
##                                                                             
##  sp_div_in_mixture species_richness    propotions        Mixture_mass_ratio
##  Min.   : 2.000    Length:873         Length:873         Length:873        
##  1st Qu.: 2.000    Class :character   Class :character   Class :character  
##  Median : 2.000    Mode  :character   Mode  :character   Mode  :character  
##  Mean   : 2.637                                                            
##  3rd Qu.: 3.000                                                            
##  Max.   :12.000                                                            
##    n_expected       n_observed       Lit_Car            Lit_Nit         
##  Min.   : 3.000   Min.   : 3.000   Length:873         Length:873        
##  1st Qu.: 3.000   1st Qu.: 3.000   Class :character   Class :character  
##  Median : 4.000   Median : 4.000   Mode  :character   Mode  :character  
##  Mean   : 4.636   Mean   : 4.636                                        
##  3rd Qu.: 5.000   3rd Qu.: 5.000                                        
##  Max.   :15.000   Max.   :15.000                                        
##    Lit_Pho            Lit_Lig          Lit_Car_Nit_ratio  Lit_Lig_Nit_ratio 
##  Length:873         Length:873         Length:873         Length:873        
##  Class :character   Class :character   Class :character   Class :character  
##  Mode  :character   Mode  :character   Mode  :character   Mode  :character  
##                                                                             
##                                                                             
##                                                                             
##  expected_decay_k   observed_decay_k   initial_weight_g Final_weight_g   
##  Length:873         Length:873         Min.   : 1.000   Min.   : 0.2572  
##  Class :character   Class :character   1st Qu.: 2.500   1st Qu.: 2.0056  
##  Mode  :character   Mode  :character   Median : 7.710   Median : 3.6251  
##                                        Mean   : 8.167   Mean   : 4.7929  
##                                        3rd Qu.:10.000   3rd Qu.: 6.4896  
##                                        Max.   :27.000   Max.   :24.9500  
##    m_expected      sd_expected          m_observed      sd_observed      
##  Min.   :-5.314   Min.   : 0.002194   Min.   :-3.533   Min.   : 0.00254  
##  1st Qu.:20.613   1st Qu.: 2.149419   1st Qu.:22.103   1st Qu.: 1.93000  
##  Median :35.866   Median : 4.760000   Median :36.880   Median : 3.72000  
##  Mean   :36.183   Mean   : 6.430666   Mean   :37.394   Mean   : 5.55205  
##  3rd Qu.:50.000   3rd Qu.: 9.630171   3rd Qu.:50.143   3rd Qu.: 7.19000  
##  Max.   :99.483   Max.   :26.482044   Max.   :98.613   Max.   :45.56000  
##   obs_per_day        exp_per_day       sd_obsv_per_day     sd_exp_per_day    
##  Min.   :-0.05698   Min.   :-0.08571   Min.   :0.0000023   Min.   :0.000002  
##  1st Qu.: 0.07117   1st Qu.: 0.06717   1st Qu.:0.0056452   1st Qu.:0.005945  
##  Median : 0.10795   Median : 0.10314   Median :0.0132677   Median :0.015404  
##  Mean   : 0.15803   Mean   : 0.15109   Mean   :0.0336520   Mean   :0.039098  
##  3rd Qu.: 0.19304   3rd Qu.: 0.18337   3rd Qu.:0.0316253   3rd Qu.:0.048719  
##  Max.   : 0.98062   Max.   : 0.93478   Max.   :0.7610000   Max.   :0.595390
##  [1] "observation.number"   "publication.number"   "Title"               
##  [4] "Authors"              "Data_extracted_by"    "Extraction_date"     
##  [7] "Continent"            "Country"              "year_of_experiment"  
## [10] "Site"                 "lat_decimals"         "long_decimals"       
## [13] "eco_type"             "Annual_precip"        "precipitation_levels"
## [16] "Annual_temp"          "Regional_climate"     "climatic_region"     
## [19] "SOM"                  "Soil.C.."             "Soil.N."             
## [22] "Soil.C.N.ratio"       "Soil.pH"              "litterbags_size_cm2" 
## [25] "Fauna_available"      "Top_mesh_size"        "Fauna_group"         
## [28] "Bottom_mesh_size"     "Burial_location"      "Time_Days"           
## [31] "Duration_period"      "spc_abbr"             "Litter_type"         
## [34] "Drying_method"        "Oven_temp_C"          "Litter_size"         
## [37] "sp_div_in_mixture"    "species_richness"     "propotions"          
## [40] "Mixture_mass_ratio"   "n_expected"           "n_observed"          
## [43] "Lit_Car"              "Lit_Nit"              "Lit_Pho"             
## [46] "Lit_Lig"              "Lit_Car_Nit_ratio"    "Lit_Lig_Nit_ratio"   
## [49] "expected_decay_k"     "observed_decay_k"     "initial_weight_g"    
## [52] "Final_weight_g"       "m_expected"           "sd_expected"         
## [55] "m_observed"           "sd_observed"          "obs_per_day"         
## [58] "exp_per_day"          "sd_obsv_per_day"      "sd_exp_per_day"

2.1.2.1 Studies geograpical distribution

Before plotting the distribution of the studies site, let’s load the libraries needed to do so.

## Linking to GEOS 3.9.0, GDAL 3.2.1, PROJ 7.2.1
## ### Welcome to rworldmap ###
## For a short introduction type :   vignette('rworldmap')
## rgeos version: 0.5-5, (SVN revision 640)
##  GEOS runtime version: 3.8.0-CAPI-1.13.1 
##  Linking to sp version: 1.4-5 
##  Polygon checking: TRUE
## Loading required package: ggplot2
## Google's Terms of Service: https://cloud.google.com/maps-platform/terms/.
## Please cite ggmap if you use it! See citation("ggmap") for details.

Let’s now plot the globe map.

Then, we need to create a base plot with gpplot2 package.

Add map to base plot

Strip the map down so it looks super clean and beautiful

Add simple data points to map. We need to first know the unqiue points as studies has replicates.

##  [1] "observation.number"   "publication.number"   "Title"               
##  [4] "Authors"              "Data_extracted_by"    "Extraction_date"     
##  [7] "Continent"            "Country"              "year_of_experiment"  
## [10] "Site"                 "lat_decimals"         "long_decimals"       
## [13] "eco_type"             "Annual_precip"        "precipitation_levels"
## [16] "Annual_temp"          "Regional_climate"     "climatic_region"     
## [19] "SOM"                  "Soil.C.."             "Soil.N."             
## [22] "Soil.C.N.ratio"       "Soil.pH"              "litterbags_size_cm2" 
## [25] "Fauna_available"      "Top_mesh_size"        "Fauna_group"         
## [28] "Bottom_mesh_size"     "Burial_location"      "Time_Days"           
## [31] "Duration_period"      "spc_abbr"             "Litter_type"         
## [34] "Drying_method"        "Oven_temp_C"          "Litter_size"         
## [37] "sp_div_in_mixture"    "species_richness"     "propotions"          
## [40] "Mixture_mass_ratio"   "n_expected"           "n_observed"          
## [43] "Lit_Car"              "Lit_Nit"              "Lit_Pho"             
## [46] "Lit_Lig"              "Lit_Car_Nit_ratio"    "Lit_Lig_Nit_ratio"   
## [49] "expected_decay_k"     "observed_decay_k"     "initial_weight_g"    
## [52] "Final_weight_g"       "m_expected"           "sd_expected"         
## [55] "m_observed"           "sd_observed"          "obs_per_day"         
## [58] "exp_per_day"          "sd_obsv_per_day"      "sd_exp_per_day"
##  [1] "China"         "USA"           "French Guiana" "Ecuador"      
##  [5] "Belgium"       "Sweden"        "Burkina Faso"  "Argentina"    
##  [9] "Canada"        "France"        "Uganda"        "Korea"        
## [13] "Spain "        "Sri lanka"     "Austria"       "Venezuela"    
## [17] "Brazil"        "Bhutan"        "Iran"          "Italy"
##  [1] "Changbai Mountain (1)"                                          
##  [2] "Qingyuan Forest"                                                
##  [3] "Changbai Mountains (2)"                                         
##  [4] "North Carolina (1)"                                             
##  [5] "Paracou"                                                        
##  [6] "Reserva Biol´ogica San Francisco"                               
##  [7] "W Belgian Ardennes"                                             
##  [8] "Changbai Mountain (3)"                                          
##  [9] "Jinghai County"                                                 
## [10] "North Carolina (2)"                                             
## [11] "Taizi Mountain National Forest Park"                            
## [12] "Abisko (1)"                                                     
## [13] "Huangshan Mountain"                                             
## [14] "Boni village"                                                   
## [15] "Parque Nacional Lanín"                                          
## [16] "Huitong Experimental station "                                  
## [17] "British colombia"                                               
## [18] "Haute-Normandie"                                                
## [19] "Harrisson county"                                               
## [20] "Leshan region"                                                  
## [21] "pristine Nyungwe"                                               
## [22] "Seoul National University Forest oak stand"                     
## [23] "Seoul National University Forest mixed stand"                   
## [24] "Seoul National University Korean pine stand"                    
## [25] "Dinghushan Forest Experimental Station"                         
## [26] "Collada de Montalto"                                            
## [27] "Liao River Source Nature Reserve"                               
## [28] "Observatoire de Haute Provence"                                 
## [29] "Zigui County"                                                   
## [30] "Central Sri Lanka"                                              
## [31] "Daqinggou Ecological Station"                                   
## [32] "Kaserstattalm"                                                  
## [33] "Minnesota"                                                      
## [34] "Hornavan and Uddjaure small islands with shrubs removal"        
## [35] "Hornavan and Uddjaure small islands with shrubs "               
## [36] "Hornavan and Uddjaure medium-size islandss with shrubs removal" 
## [37] "Hornavan and Uddjaure medium-size islands with shrubs "         
## [38] "Hornavan and Uddjaure large islands with shrubs removal"        
## [39] "Hornavan and Uddjaure large islands with shrubs "               
## [40] "Flysch and Molasse "                                            
## [41] "Kreisbach Spruce"                                               
## [42] "Kreisbach mixed "                                               
## [43] "Kreisbach Beech forest stand"                                   
## [44] "Frauschereck spruce forest stand"                               
## [45] "Mapire river floodplain"                                        
## [46] "Zedelgem"                                                       
## [47] "Guangxi Youyiguan Forest Ecosystem Research Station"            
## [48] "Cachoeira nature reserve"                                       
## [49] "Bajo"                                                           
## [50] "Hyrcanian forests"                                              
## [51] "Xainza Alpine Steppe and Wetland Ecosystem Observation Station "
## [52] "Fenglin Natural Reserve"                                        
## [53] "Tiantong National Forest park"                                  
## [54] "Miyaluo Experimental Forest"                                    
## [55] "Abisko (2)"                                                     
## [56] "Dinghushan Biosphere Reserve"                                   
## [57] "Castel Volturno Nature Reserve"                                 
## [58] "Dagujia forestry station"                                       
## [59] "Cuesta Blanca"                                                  
## [60] "Hulun Buir City"                                                
## [61] "Heshan National Field Research Station of Forest Ecosystems"    
## [62] "Duolun County"
##  [1]  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25
## [26] 26 27 28 29 30 31 32 33 34 35 36 38 39 40 41 42 43 44 45 46 47 48 49 50 51
## [51] 52 53 54 55 56

Construct a dataframe with a summary statistics which is the number of samples per observation

## 
## Attaching package: 'plyr'
## The following object is masked from 'package:maps':
## 
##     ozone
##          Country
## 1      Argentina
## 2      Argentina
## 3      Argentina
## 4        Austria
## 5        Austria
## 6        Austria
## 7        Austria
## 8        Austria
## 9        Austria
## 10       Austria
## 11       Austria
## 12       Belgium
## 13       Belgium
## 14        Bhutan
## 15        Brazil
## 16  Burkina Faso
## 17        Canada
## 18         China
## 19         China
## 20         China
## 21         China
## 22         China
## 23         China
## 24         China
## 25         China
## 26         China
## 27         China
## 28         China
## 29         China
## 30         China
## 31         China
## 32         China
## 33         China
## 34         China
## 35         China
## 36         China
## 37         China
## 38         China
## 39         China
## 40         China
## 41         China
## 42         China
## 43       Ecuador
## 44        France
## 45        France
## 46 French Guiana
## 47          Iran
## 48         Italy
## 49         Korea
## 50         Korea
## 51         Korea
## 52        Spain 
## 53     Sri lanka
## 54        Sweden
## 55        Sweden
## 56        Sweden
## 57        Sweden
## 58        Sweden
## 59        Sweden
## 60        Sweden
## 61        Sweden
## 62        Uganda
## 63           USA
## 64           USA
## 65           USA
## 66           USA
## 67           USA
## 68     Venezuela
##                                                               Site
## 1                                                    Cuesta Blanca
## 2                                            Parque Nacional Lanín
## 3                                            Parque Nacional Lanín
## 4                                              Flysch and Molasse 
## 5                                              Flysch and Molasse 
## 6                                              Flysch and Molasse 
## 7                                 Frauschereck spruce forest stand
## 8                                                    Kaserstattalm
## 9                                     Kreisbach Beech forest stand
## 10                                                Kreisbach mixed 
## 11                                                Kreisbach Spruce
## 12                                              W Belgian Ardennes
## 13                                                        Zedelgem
## 14                                                            Bajo
## 15                                        Cachoeira nature reserve
## 16                                                    Boni village
## 17                                                British colombia
## 18                                           Changbai Mountain (1)
## 19                                           Changbai Mountain (3)
## 20                                          Changbai Mountains (2)
## 21                                        Dagujia forestry station
## 22                                    Daqinggou Ecological Station
## 23                                    Daqinggou Ecological Station
## 24                                    Dinghushan Biosphere Reserve
## 25                          Dinghushan Forest Experimental Station
## 26                                                   Duolun County
## 27                                         Fenglin Natural Reserve
## 28             Guangxi Youyiguan Forest Ecosystem Research Station
## 29     Heshan National Field Research Station of Forest Ecosystems
## 30                                              Huangshan Mountain
## 31                                   Huitong Experimental station 
## 32                                                 Hulun Buir City
## 33                                                  Jinghai County
## 34                                                  Jinghai County
## 35                                                   Leshan region
## 36                                Liao River Source Nature Reserve
## 37                                     Miyaluo Experimental Forest
## 38                                                 Qingyuan Forest
## 39                             Taizi Mountain National Forest Park
## 40                                   Tiantong National Forest park
## 41 Xainza Alpine Steppe and Wetland Ecosystem Observation Station 
## 42                                                    Zigui County
## 43                                Reserva Biol´ogica San Francisco
## 44                                                 Haute-Normandie
## 45                                  Observatoire de Haute Provence
## 46                                                         Paracou
## 47                                               Hyrcanian forests
## 48                                  Castel Volturno Nature Reserve
## 49                    Seoul National University Forest mixed stand
## 50                      Seoul National University Forest oak stand
## 51                     Seoul National University Korean pine stand
## 52                                             Collada de Montalto
## 53                                               Central Sri Lanka
## 54                                                      Abisko (1)
## 55                                                      Abisko (2)
## 56                Hornavan and Uddjaure large islands with shrubs 
## 57         Hornavan and Uddjaure large islands with shrubs removal
## 58          Hornavan and Uddjaure medium-size islands with shrubs 
## 59  Hornavan and Uddjaure medium-size islandss with shrubs removal
## 60                Hornavan and Uddjaure small islands with shrubs 
## 61         Hornavan and Uddjaure small islands with shrubs removal
## 62                                                pristine Nyungwe
## 63                                                Harrisson county
## 64                                                       Minnesota
## 65                                                       Minnesota
## 66                                              North Carolina (1)
## 67                                              North Carolina (2)
## 68                                         Mapire river floodplain
##    long_decimals lat_decimals climatic_region   eco_type   N
## 1      -64.35000    -31.30000     Sub-tropics     Forest  26
## 2      -71.30000    -40.80000       Temperate     Forest   4
## 3      -71.30000    -40.80000       Temperate  Shrubland   4
## 4       13.18360     48.05500       Temperate     Forest   1
## 5       15.39460     48.05500       Temperate     Forest   2
## 6       15.39540     48.05500       Temperate     Forest   1
## 7       13.18360     48.05270       Temperate     Forest  18
## 8       11.29000     47.12500       Temperate  Grassland  12
## 9       15.39540     48.05500       Temperate     Forest   6
## 10      15.39490     48.05500       Temperate     Forest   6
## 11      15.39460     48.05500       Temperate     Forest   6
## 12       4.24000     50.00100       Temperate     Forest   6
## 13       3.70000     51.90000       Temperate Plantation  15
## 14      89.15000     27.70000     Sub-tropics     Forest  15
## 15     -48.68000    -25.25000     Sub-tropics     Forest  48
## 16      -3.23000     11.30000         Tropics  Shrubland   6
## 17    -135.39000     53.40000       Temperate     Forest  10
## 18     128.03000     42.03000       Temperate     Forest  24
## 19     128.30000     42.03000       Temperate     Forest  24
## 20     128.50000     42.24000       Temperate     Forest  16
## 21     125.48100     52.45210       Temperate     Forest  10
## 22     122.21000     42.58000       Temperate     Forest  10
## 23     122.21000     42.58000       Temperate  Grassland   4
## 24     112.10000     23.10000         Tropics     Forest  27
## 25     112.10000     23.10000     Sub-tropics     Forest   7
## 26     116.17000     42.02000       Temperate  Grassland   8
## 27     129.15000     48.12000       Temperate     Forest   6
## 28     106.86000     22.05000     Sub-tropics Plantation   1
## 29     112.50000     22.34000         Tropics Plantation  44
## 30     118.10000     30.10000     Sub-tropics     Forest   8
## 31     110.08000     27.09000     Sub-tropics Plantation   6
## 32     119.58000     49.20000       Temperate  Grassland  12
## 33     117.84600     38.54400       Temperate  Shrubland  14
## 34     117.84600     42.03000       Temperate  Shrubland   1
## 35     103.36000     29.37000     Sub-tropics Plantation  33
## 36     118.37000     41.21000       Temperate     Forest   8
## 37       2.35000     31.35000     Sub-tropics     Forest   3
## 38     124.54000     41.51000       Temperate     Forest  18
## 39     113.03000     31.02000     Sub-tropics Plantation  12
## 40     121.39000     29.52000     Sub-tropics     Forest  27
## 41      88.42000     30.57000     Sub-tropics  Grassland  11
## 42     111.18000     31.11000     Sub-tropics Plantation   4
## 43     -79.50000     -3.58000         Tropics     Forest   3
## 44       1.37000     49.26000       Temperate     Forest   6
## 45       5.42642     43.56115       Temperate     Forest  22
## 46     -52.53000      5.18000         Tropics     Forest  28
## 47      53.71300     36.16640       Temperate Plantation   5
## 48      13.33000     40.57000       Temperate  Shrubland   4
## 49     127.16450     38.19260     Sub-tropics Plantation  12
## 50     127.16450     38.19260     Sub-tropics Plantation  12
## 51     127.16450     38.19260     Sub-tropics Plantation  12
## 52       1.11150     42.37470       Temperate  Grassland   6
## 53      80.48000      7.27000         Tropics  Grassland   2
## 54      18.49000     68.21000       Temperate  Shrubland  24
## 55      18.40000     68.21000       Temperate     Forest  20
## 56      17.55000     66.09000       Temperate     Forest   4
## 57      17.55000     66.09000       Temperate     Forest   4
## 58      17.55000     66.09000       Temperate     Forest   4
## 59      17.55000     66.09000       Temperate     Forest   4
## 60      17.55000     66.09000       Temperate     Forest   4
## 61      17.55000     66.09000       Temperate     Forest   4
## 62      29.30000     -2.15000         Tropics     Forest   5
## 63     -89.01790     30.43210     Sub-tropics  Grassland   6
## 64     -93.10000     42.25000       Temperate     Forest   6
## 65     -93.10000     45.25000       Temperate     Forest 142
## 66     -83.25000     35.03000       Temperate     Forest   2
## 67     -79.01930     35.75960       Temperate  Shrubland   3
## 68     -64.42000      7.44000         Tropics     Forest   5

Now, you the above information, to built a customized map that shows studies geographical distribution

2.1.2.2 Exclusion of negative mass loss points

Going back to the data exploration, some values are negative in m_expected and in m_observed. We confirmed with relevant authors about the accuracy of these data. The authors confirm their accuracy, thus we deleted them from our next analysis.

## [1] 873  60
## [1] 868  60
## [1] 867  60

Check with summary and see if the negative values are removed

##  observation.number publication.number    Title             Authors         
##  Min.   :  1.0      Min.   : 1.00      Length:867         Length:867        
##  1st Qu.:217.5      1st Qu.:19.00      Class :character   Class :character  
##  Median :438.0      Median :33.00      Mode  :character   Mode  :character  
##  Mean   :437.1      Mean   :30.54                                           
##  3rd Qu.:656.5      3rd Qu.:43.00                                           
##  Max.   :873.0      Max.   :56.00                                           
##  Data_extracted_by  Extraction_date     Continent           Country         
##  Length:867         Length:867         Length:867         Length:867        
##  Class :character   Class :character   Class :character   Class :character  
##  Mode  :character   Mode  :character   Mode  :character   Mode  :character  
##                                                                             
##                                                                             
##                                                                             
##  year_of_experiment     Site            lat_decimals    long_decimals    
##  Min.   :1986       Length:867         Min.   :-40.80   Min.   :-135.39  
##  1st Qu.:2007       Class :character   1st Qu.: 27.70   1st Qu.: -52.53  
##  Median :2010       Mode  :character   Median : 42.03   Median :  18.40  
##  Mean   :2010                          Mean   : 32.96   Mean   :  29.72  
##  3rd Qu.:2014                          3rd Qu.: 45.25   3rd Qu.: 117.85  
##  Max.   :2019                          Max.   : 68.21   Max.   : 129.15  
##    eco_type         Annual_precip  precipitation_levels Annual_temp       
##  Length:867         Min.   : 300   Length:867           Length:867        
##  Class :character   1st Qu.: 757   Class :character     Class :character  
##  Mode  :character   Median :1000   Mode  :character     Mode  :character  
##                     Mean   :1161                                          
##                     3rd Qu.:1374                                          
##                     Max.   :3598                                          
##  Regional_climate   climatic_region        SOM              Soil.C..        
##  Length:867         Length:867         Length:867         Length:867        
##  Class :character   Class :character   Class :character   Class :character  
##  Mode  :character   Mode  :character   Mode  :character   Mode  :character  
##                                                                             
##                                                                             
##                                                                             
##    Soil.N.          Soil.C.N.ratio       Soil.pH          litterbags_size_cm2
##  Length:867         Length:867         Length:867         Length:867         
##  Class :character   Class :character   Class :character   Class :character   
##  Mode  :character   Mode  :character   Mode  :character   Mode  :character   
##                                                                              
##                                                                              
##                                                                              
##  Fauna_available    Top_mesh_size      Fauna_group        Bottom_mesh_size  
##  Length:867         Length:867         Length:867         Length:867        
##  Class :character   Class :character   Class :character   Class :character  
##  Mode  :character   Mode  :character   Mode  :character   Mode  :character  
##                                                                             
##                                                                             
##                                                                             
##  Burial_location      Time_Days      Duration_period      spc_abbr        
##  Length:867         Min.   :  16.0   Length:867         Length:867        
##  Class :character   1st Qu.: 126.0   Class :character   Class :character  
##  Mode  :character   Median : 315.0   Mode  :character   Mode  :character  
##                     Mean   : 366.6                                        
##                     3rd Qu.: 608.0                                        
##                     Max.   :2558.0                                        
##  Litter_type        Drying_method      Oven_temp_C        Litter_size       
##  Length:867         Length:867         Length:867         Length:867        
##  Class :character   Class :character   Class :character   Class :character  
##  Mode  :character   Mode  :character   Mode  :character   Mode  :character  
##                                                                             
##                                                                             
##                                                                             
##  sp_div_in_mixture species_richness    propotions        Mixture_mass_ratio
##  Min.   : 2.000    Length:867         Length:867         Length:867        
##  1st Qu.: 2.000    Class :character   Class :character   Class :character  
##  Median : 2.000    Mode  :character   Mode  :character   Mode  :character  
##  Mean   : 2.641                                                            
##  3rd Qu.: 3.000                                                            
##  Max.   :12.000                                                            
##    n_expected       n_observed       Lit_Car            Lit_Nit         
##  Min.   : 3.000   Min.   : 3.000   Length:867         Length:867        
##  1st Qu.: 3.000   1st Qu.: 3.000   Class :character   Class :character  
##  Median : 4.000   Median : 4.000   Mode  :character   Mode  :character  
##  Mean   : 4.647   Mean   : 4.647                                        
##  3rd Qu.: 5.000   3rd Qu.: 5.000                                        
##  Max.   :15.000   Max.   :15.000                                        
##    Lit_Pho            Lit_Lig          Lit_Car_Nit_ratio  Lit_Lig_Nit_ratio 
##  Length:867         Length:867         Length:867         Length:867        
##  Class :character   Class :character   Class :character   Class :character  
##  Mode  :character   Mode  :character   Mode  :character   Mode  :character  
##                                                                             
##                                                                             
##                                                                             
##  expected_decay_k   observed_decay_k   initial_weight_g Final_weight_g   
##  Length:867         Length:867         Min.   : 1.000   Min.   : 0.2572  
##  Class :character   Class :character   1st Qu.: 2.500   1st Qu.: 2.0013  
##  Mode  :character   Mode  :character   Median : 7.720   Median : 3.6320  
##                                        Mean   : 8.207   Mean   : 4.8085  
##                                        3rd Qu.:10.000   3rd Qu.: 6.5190  
##                                        Max.   :27.000   Max.   :24.9500  
##    m_expected       sd_expected          m_observed     sd_observed      
##  Min.   : 0.5291   Min.   : 0.002194   Min.   : 0.60   Min.   : 0.00254  
##  1st Qu.:21.1676   1st Qu.: 2.140530   1st Qu.:22.58   1st Qu.: 1.91600  
##  Median :36.0400   Median : 4.754280   Median :37.00   Median : 3.67000  
##  Mean   :36.4417   Mean   : 6.435606   Mean   :37.63   Mean   : 5.51961  
##  3rd Qu.:50.0795   3rd Qu.: 9.704140   3rd Qu.:50.36   3rd Qu.: 7.18500  
##  Max.   :99.4833   Max.   :26.482044   Max.   :98.61   Max.   :45.56000  
##   obs_per_day        exp_per_day       sd_obsv_per_day     sd_exp_per_day    
##  Min.   :0.003704   Min.   :0.008025   Min.   :0.0000023   Min.   :0.000002  
##  1st Qu.:0.071273   1st Qu.:0.067657   1st Qu.:0.0055548   1st Qu.:0.005941  
##  Median :0.108082   Median :0.103288   Median :0.0132240   Median :0.015000  
##  Mean   :0.158814   Mean   :0.152267   Mean   :0.0327419   Mean   :0.038731  
##  3rd Qu.:0.195425   3rd Qu.:0.183516   3rd Qu.:0.0306075   3rd Qu.:0.047510  
##  Max.   :0.980625   Max.   :0.934781   Max.   :0.7610000   Max.   :0.595390
##  [1] "observation.number"   "publication.number"   "Title"               
##  [4] "Authors"              "Data_extracted_by"    "Extraction_date"     
##  [7] "Continent"            "Country"              "year_of_experiment"  
## [10] "Site"                 "lat_decimals"         "long_decimals"       
## [13] "eco_type"             "Annual_precip"        "precipitation_levels"
## [16] "Annual_temp"          "Regional_climate"     "climatic_region"     
## [19] "SOM"                  "Soil.C.."             "Soil.N."             
## [22] "Soil.C.N.ratio"       "Soil.pH"              "litterbags_size_cm2" 
## [25] "Fauna_available"      "Top_mesh_size"        "Fauna_group"         
## [28] "Bottom_mesh_size"     "Burial_location"      "Time_Days"           
## [31] "Duration_period"      "spc_abbr"             "Litter_type"         
## [34] "Drying_method"        "Oven_temp_C"          "Litter_size"         
## [37] "sp_div_in_mixture"    "species_richness"     "propotions"          
## [40] "Mixture_mass_ratio"   "n_expected"           "n_observed"          
## [43] "Lit_Car"              "Lit_Nit"              "Lit_Pho"             
## [46] "Lit_Lig"              "Lit_Car_Nit_ratio"    "Lit_Lig_Nit_ratio"   
## [49] "expected_decay_k"     "observed_decay_k"     "initial_weight_g"    
## [52] "Final_weight_g"       "m_expected"           "sd_expected"         
## [55] "m_observed"           "sd_observed"          "obs_per_day"         
## [58] "exp_per_day"          "sd_obsv_per_day"      "sd_exp_per_day"

Read some columns as numeric.

2.1.2.3 Convert to numeric variables

## Warning: NAs introduced by coercion

## Warning: NAs introduced by coercion

## Warning: NAs introduced by coercion

## Warning: NAs introduced by coercion

## Warning: NAs introduced by coercion

## Warning: NAs introduced by coercion

## Warning: NAs introduced by coercion

## Warning: NAs introduced by coercion

Here we subset the columns that we need the first 6 columns are not useful for subsequent analyses.

## 'data.frame':    867 obs. of  54 variables:
##  $ Continent           : chr  "Asia" "Asia" "Asia" "Asia" ...
##  $ Country             : chr  "China" "China" "China" "China" ...
##  $ year_of_experiment  : int  2011 2011 2011 2011 2011 2011 2011 2011 2011 2011 ...
##  $ Site                : chr  "Changbai Mountain (1)" "Changbai Mountain (1)" "Changbai Mountain (1)" "Changbai Mountain (1)" ...
##  $ lat_decimals        : num  42 42 42 42 42 ...
##  $ long_decimals       : num  128 128 128 128 128 ...
##  $ eco_type            : chr  "Forest" "Forest" "Forest" "Forest" ...
##  $ Annual_precip       : num  1000 1000 1000 1000 1000 1000 1000 1000 1000 1000 ...
##  $ precipitation_levels: chr  "low" "low" "low" "low" ...
##  $ Annual_temp         : chr  "6.1" "6.1" "6.1" "6.1" ...
##  $ Regional_climate    : chr  "subalpine climate" "subalpine climate" "subalpine climate" "subalpine climate" ...
##  $ climatic_region     : chr  "Temperate" "Temperate" "Temperate" "Temperate" ...
##  $ SOM                 : chr  "N/A" "N/A" "N/A" "N/A" ...
##  $ Soil.C..            : chr  "12.3" "12.3" "12.3" "12.3" ...
##  $ Soil.N.             : chr  "0.57" "0.57" "0.57" "0.57" ...
##  $ Soil.C.N.ratio      : chr  "N/A" "N/A" "N/A" "N/A" ...
##  $ Soil.pH             : chr  "4.96" "4.96" "4.96" "4.96" ...
##  $ litterbags_size_cm2 : chr  "300" "300" "300" "300" ...
##  $ Fauna_available     : chr  "absent" "absent" "absent" "absent" ...
##  $ Top_mesh_size       : chr  "0.1" "0.1" "0.1" "0.1" ...
##  $ Fauna_group         : chr  "microfauna" "microfauna" "microfauna" "microfauna" ...
##  $ Bottom_mesh_size    : chr  "0.1" "0.1" "0.1" "0.1" ...
##  $ Burial_location     : chr  "Surface " "Surface " "Surface " "Surface " ...
##  $ Time_Days           : num  183 183 183 243 243 243 304 304 304 365 ...
##  $ Duration_period     : chr  "medium" "medium" "medium" "medium" ...
##  $ spc_abbr            : chr  "Be,Ra" "Be,Pk" "Be,Pk,Ra" "Be,Ra" ...
##  $ Litter_type         : chr  "Deciduous" "Deciduous" "Deciduous" "Deciduous" ...
##  $ Drying_method       : chr  "air dried" "air dried" "air dried" "air dried" ...
##  $ Oven_temp_C         : chr  "N/A" "N/A" "N/A" "N/A" ...
##  $ Litter_size         : chr  "Whole leaf" "Whole leaf" "Whole leaf" "Whole leaf" ...
##  $ sp_div_in_mixture   : int  2 2 3 2 2 3 2 2 3 2 ...
##  $ species_richness    : chr  "two" "two" "three" "two" ...
##  $ propotions          : chr  "equal" "equal" "equal" "equal" ...
##  $ Mixture_mass_ratio  : chr  "01:01" "01:01" "01:01:01" "01:01" ...
##  $ n_expected          : int  6 6 6 6 6 6 6 6 6 6 ...
##  $ n_observed          : int  6 6 6 6 6 6 6 6 6 6 ...
##  $ Lit_Car             : num  56.8 50.8 53.8 56.8 50.8 ...
##  $ Lit_Nit             : num  1.26 1.43 1.39 1.26 1.43 1.39 1.26 1.43 1.39 1.26 ...
##  $ Lit_Pho             : num  NA NA NA NA NA NA NA NA NA NA ...
##  $ Lit_Lig             : num  NA NA NA NA NA NA NA NA NA NA ...
##  $ Lit_Car_Nit_ratio   : num  45.3 35.5 38.7 45.3 35.5 ...
##  $ Lit_Lig_Nit_ratio   : num  NA NA NA NA NA NA NA NA NA NA ...
##  $ expected_decay_k    : num  0.4 0.7 0.57 0.4 0.7 0.57 0.4 0.7 0.57 0.4 ...
##  $ observed_decay_k    : num  0.42 0.72 0.61 0.42 0.72 0.61 0.42 0.72 0.61 0.42 ...
##  $ initial_weight_g    : num  8 8 8 8 8 8 8 8 8 8 ...
##  $ Final_weight_g      : num  6.75 5.84 6.06 6.49 5.3 ...
##  $ m_expected          : num  14.3 25.9 23 18.4 33.1 ...
##  $ sd_expected         : num  2.25 2.43 4.43 3.99 5.03 ...
##  $ m_observed          : num  15.6 27 24.2 18.9 33.7 ...
##  $ sd_observed         : num  1.62 0.8 2.42 2.67 4.24 2.57 3.28 4.43 1.49 5.02 ...
##  $ obs_per_day         : num  0.0854 0.1478 0.1325 0.0777 0.1388 ...
##  $ exp_per_day         : num  0.078 0.1416 0.1259 0.0757 0.1363 ...
##  $ sd_obsv_per_day     : num  0.00885 0.00437 0.01322 0.01099 0.01745 ...
##  $ sd_exp_per_day      : num  0.0123 0.0133 0.0242 0.0164 0.0207 ...
##   Continent           Country          year_of_experiment     Site          
##  Length:867         Length:867         Min.   :1986       Length:867        
##  Class :character   Class :character   1st Qu.:2007       Class :character  
##  Mode  :character   Mode  :character   Median :2010       Mode  :character  
##                                        Mean   :2010                         
##                                        3rd Qu.:2014                         
##                                        Max.   :2019                         
##                                                                             
##   lat_decimals    long_decimals       eco_type         Annual_precip 
##  Min.   :-40.80   Min.   :-135.39   Length:867         Min.   : 300  
##  1st Qu.: 27.70   1st Qu.: -52.53   Class :character   1st Qu.: 757  
##  Median : 42.03   Median :  18.40   Mode  :character   Median :1000  
##  Mean   : 32.96   Mean   :  29.72                      Mean   :1161  
##  3rd Qu.: 45.25   3rd Qu.: 117.85                      3rd Qu.:1374  
##  Max.   : 68.21   Max.   : 129.15                      Max.   :3598  
##                                                                      
##  precipitation_levels Annual_temp        Regional_climate   climatic_region   
##  Length:867           Length:867         Length:867         Length:867        
##  Class :character     Class :character   Class :character   Class :character  
##  Mode  :character     Mode  :character   Mode  :character   Mode  :character  
##                                                                               
##                                                                               
##                                                                               
##                                                                               
##      SOM              Soil.C..           Soil.N.          Soil.C.N.ratio    
##  Length:867         Length:867         Length:867         Length:867        
##  Class :character   Class :character   Class :character   Class :character  
##  Mode  :character   Mode  :character   Mode  :character   Mode  :character  
##                                                                             
##                                                                             
##                                                                             
##                                                                             
##    Soil.pH          litterbags_size_cm2 Fauna_available    Top_mesh_size     
##  Length:867         Length:867          Length:867         Length:867        
##  Class :character   Class :character    Class :character   Class :character  
##  Mode  :character   Mode  :character    Mode  :character   Mode  :character  
##                                                                              
##                                                                              
##                                                                              
##                                                                              
##  Fauna_group        Bottom_mesh_size   Burial_location      Time_Days     
##  Length:867         Length:867         Length:867         Min.   :  16.0  
##  Class :character   Class :character   Class :character   1st Qu.: 126.0  
##  Mode  :character   Mode  :character   Mode  :character   Median : 315.0  
##                                                           Mean   : 366.6  
##                                                           3rd Qu.: 608.0  
##                                                           Max.   :2558.0  
##                                                                           
##  Duration_period      spc_abbr         Litter_type        Drying_method     
##  Length:867         Length:867         Length:867         Length:867        
##  Class :character   Class :character   Class :character   Class :character  
##  Mode  :character   Mode  :character   Mode  :character   Mode  :character  
##                                                                             
##                                                                             
##                                                                             
##                                                                             
##  Oven_temp_C        Litter_size        sp_div_in_mixture species_richness  
##  Length:867         Length:867         Min.   : 2.000    Length:867        
##  Class :character   Class :character   1st Qu.: 2.000    Class :character  
##  Mode  :character   Mode  :character   Median : 2.000    Mode  :character  
##                                        Mean   : 2.641                      
##                                        3rd Qu.: 3.000                      
##                                        Max.   :12.000                      
##                                                                            
##   propotions        Mixture_mass_ratio   n_expected       n_observed    
##  Length:867         Length:867         Min.   : 3.000   Min.   : 3.000  
##  Class :character   Class :character   1st Qu.: 3.000   1st Qu.: 3.000  
##  Mode  :character   Mode  :character   Median : 4.000   Median : 4.000  
##                                        Mean   : 4.647   Mean   : 4.647  
##                                        3rd Qu.: 5.000   3rd Qu.: 5.000  
##                                        Max.   :15.000   Max.   :15.000  
##                                                                         
##     Lit_Car         Lit_Nit         Lit_Pho           Lit_Lig      
##  Min.   :32.52   Min.   :0.137   Min.   :0.02000   Min.   :  3.55  
##  1st Qu.:46.90   1st Qu.:0.866   1st Qu.:0.05725   1st Qu.: 13.30  
##  Median :49.60   Median :1.113   Median :0.10320   Median : 25.37  
##  Mean   :49.17   Mean   :1.152   Mean   :0.15655   Mean   : 45.68  
##  3rd Qu.:52.63   3rd Qu.:1.355   3rd Qu.:0.19000   3rd Qu.: 39.66  
##  Max.   :57.94   Max.   :3.190   Max.   :1.71500   Max.   :383.25  
##  NA's   :273     NA's   :102     NA's   :305       NA's   :583     
##  Lit_Car_Nit_ratio Lit_Lig_Nit_ratio expected_decay_k observed_decay_k
##  Min.   : 16.20    Min.   :  5.74    Min.   :0.0400   Min.   :0.030   
##  1st Qu.: 38.34    1st Qu.: 12.72    1st Qu.:0.5155   1st Qu.:0.495   
##  Median : 48.15    Median : 35.36    Median :1.3000   Median :2.000   
##  Mean   : 52.34    Mean   : 31.64    Mean   :1.5289   Mean   :2.152   
##  3rd Qu.: 61.91    3rd Qu.: 40.96    3rd Qu.:1.8500   3rd Qu.:3.143   
##  Max.   :136.33    Max.   :101.19    Max.   :5.6000   Max.   :6.995   
##  NA's   :283       NA's   :633       NA's   :596      NA's   :596     
##  initial_weight_g Final_weight_g      m_expected       sd_expected       
##  Min.   : 1.000   Min.   : 0.2572   Min.   : 0.5291   Min.   : 0.002194  
##  1st Qu.: 2.500   1st Qu.: 2.0013   1st Qu.:21.1676   1st Qu.: 2.140530  
##  Median : 7.720   Median : 3.6320   Median :36.0400   Median : 4.754280  
##  Mean   : 8.207   Mean   : 4.8085   Mean   :36.4417   Mean   : 6.435606  
##  3rd Qu.:10.000   3rd Qu.: 6.5190   3rd Qu.:50.0795   3rd Qu.: 9.704140  
##  Max.   :27.000   Max.   :24.9500   Max.   :99.4833   Max.   :26.482044  
##                                                                          
##    m_observed     sd_observed        obs_per_day        exp_per_day      
##  Min.   : 0.60   Min.   : 0.00254   Min.   :0.003704   Min.   :0.008025  
##  1st Qu.:22.58   1st Qu.: 1.91600   1st Qu.:0.071273   1st Qu.:0.067657  
##  Median :37.00   Median : 3.67000   Median :0.108082   Median :0.103288  
##  Mean   :37.63   Mean   : 5.51961   Mean   :0.158814   Mean   :0.152267  
##  3rd Qu.:50.36   3rd Qu.: 7.18500   3rd Qu.:0.195425   3rd Qu.:0.183516  
##  Max.   :98.61   Max.   :45.56000   Max.   :0.980625   Max.   :0.934781  
##                                                                          
##  sd_obsv_per_day     sd_exp_per_day    
##  Min.   :0.0000023   Min.   :0.000002  
##  1st Qu.:0.0055548   1st Qu.:0.005941  
##  Median :0.0132240   Median :0.015000  
##  Mean   :0.0327419   Mean   :0.038731  
##  3rd Qu.:0.0306075   3rd Qu.:0.047510  
##  Max.   :0.7610000   Max.   :0.595390  
## 
##  [1] "Continent"            "Country"              "year_of_experiment"  
##  [4] "Site"                 "lat_decimals"         "long_decimals"       
##  [7] "eco_type"             "Annual_precip"        "precipitation_levels"
## [10] "Annual_temp"          "Regional_climate"     "climatic_region"     
## [13] "SOM"                  "Soil.C.."             "Soil.N."             
## [16] "Soil.C.N.ratio"       "Soil.pH"              "litterbags_size_cm2" 
## [19] "Fauna_available"      "Top_mesh_size"        "Fauna_group"         
## [22] "Bottom_mesh_size"     "Burial_location"      "Time_Days"           
## [25] "Duration_period"      "spc_abbr"             "Litter_type"         
## [28] "Drying_method"        "Oven_temp_C"          "Litter_size"         
## [31] "sp_div_in_mixture"    "species_richness"     "propotions"          
## [34] "Mixture_mass_ratio"   "n_expected"           "n_observed"          
## [37] "Lit_Car"              "Lit_Nit"              "Lit_Pho"             
## [40] "Lit_Lig"              "Lit_Car_Nit_ratio"    "Lit_Lig_Nit_ratio"   
## [43] "expected_decay_k"     "observed_decay_k"     "initial_weight_g"    
## [46] "Final_weight_g"       "m_expected"           "sd_expected"         
## [49] "m_observed"           "sd_observed"          "obs_per_day"         
## [52] "exp_per_day"          "sd_obsv_per_day"      "sd_exp_per_day"

2.1.2.4 Convert some variables to factors

Read some variables as a factor

##  [1] "Argentina"     "Austria"       "Belgium"       "Bhutan"       
##  [5] "Brazil"        "Burkina Faso"  "Canada"        "China"        
##  [9] "Ecuador"       "France"        "French Guiana" "Iran"         
## [13] "Italy"         "Korea"         "Spain "        "Sri lanka"    
## [17] "Sweden"        "Uganda"        "USA"           "Venezuela"
## [1] "absent"  "present"
##  [1] " forb, evergreen and grass"     " grass and forb"               
##  [3] " shrub and forb"                " shrub forb and evergreen"     
##  [5] " shrub,  forb and grass"        "climbers and woody plants"     
##  [7] "Deciduous"                      "Deciduous and evergreen "      
##  [9] "Deciduous and herbaceous"       "Deciduous herbecious and shrub"
## [11] "Deciduous shrub and forb"       "evergreen"                     
## [13] "evergreen and  fern"            "evergreen and forb"            
## [15] "evergreen and grass"            "evergreen and herbaceous"      
## [17] "evergreen and legume"           "forb and grass"                
## [19] "forbs"                          "grass "                        
## [21] "grass and Forb"                 "grass and herbaceous"          
## [23] "grass and legume"               "grass, shrub and Forb"         
## [25] "herbaceous"                     "legume and fern"               
## [27] "perennial hemiparasitic plants" "shrub and Deciduous"           
## [29] "shrub and evergreen"            "shrub and fern"                
## [31] "shrub and forb"                 "shrub and grass"               
## [33] "shrub and legume"               "shrub, evergreen and Deciduous"
## [35] "shrub, evergreen and grass"     "shrubs"                        
## [37] "shrubs herbs and evergreen "
##  [1] "Abisko (1)"                                                     
##  [2] "Abisko (2)"                                                     
##  [3] "Bajo"                                                           
##  [4] "Boni village"                                                   
##  [5] "British colombia"                                               
##  [6] "Cachoeira nature reserve"                                       
##  [7] "Castel Volturno Nature Reserve"                                 
##  [8] "Central Sri Lanka"                                              
##  [9] "Changbai Mountain (1)"                                          
## [10] "Changbai Mountain (3)"                                          
## [11] "Changbai Mountains (2)"                                         
## [12] "Collada de Montalto"                                            
## [13] "Cuesta Blanca"                                                  
## [14] "Dagujia forestry station"                                       
## [15] "Daqinggou Ecological Station"                                   
## [16] "Dinghushan Biosphere Reserve"                                   
## [17] "Dinghushan Forest Experimental Station"                         
## [18] "Duolun County"                                                  
## [19] "Fenglin Natural Reserve"                                        
## [20] "Flysch and Molasse "                                            
## [21] "Frauschereck spruce forest stand"                               
## [22] "Guangxi Youyiguan Forest Ecosystem Research Station"            
## [23] "Harrisson county"                                               
## [24] "Haute-Normandie"                                                
## [25] "Heshan National Field Research Station of Forest Ecosystems"    
## [26] "Hornavan and Uddjaure large islands with shrubs "               
## [27] "Hornavan and Uddjaure large islands with shrubs removal"        
## [28] "Hornavan and Uddjaure medium-size islands with shrubs "         
## [29] "Hornavan and Uddjaure medium-size islandss with shrubs removal" 
## [30] "Hornavan and Uddjaure small islands with shrubs "               
## [31] "Hornavan and Uddjaure small islands with shrubs removal"        
## [32] "Huangshan Mountain"                                             
## [33] "Huitong Experimental station "                                  
## [34] "Hulun Buir City"                                                
## [35] "Hyrcanian forests"                                              
## [36] "Jinghai County"                                                 
## [37] "Kaserstattalm"                                                  
## [38] "Kreisbach Beech forest stand"                                   
## [39] "Kreisbach mixed "                                               
## [40] "Kreisbach Spruce"                                               
## [41] "Leshan region"                                                  
## [42] "Liao River Source Nature Reserve"                               
## [43] "Mapire river floodplain"                                        
## [44] "Minnesota"                                                      
## [45] "Miyaluo Experimental Forest"                                    
## [46] "North Carolina (1)"                                             
## [47] "North Carolina (2)"                                             
## [48] "Observatoire de Haute Provence"                                 
## [49] "Paracou"                                                        
## [50] "Parque Nacional Lanín"                                          
## [51] "pristine Nyungwe"                                               
## [52] "Qingyuan Forest"                                                
## [53] "Reserva Biol´ogica San Francisco"                               
## [54] "Seoul National University Forest mixed stand"                   
## [55] "Seoul National University Forest oak stand"                     
## [56] "Seoul National University Korean pine stand"                    
## [57] "Taizi Mountain National Forest Park"                            
## [58] "Tiantong National Forest park"                                  
## [59] "W Belgian Ardennes"                                             
## [60] "Xainza Alpine Steppe and Wetland Ecosystem Observation Station "
## [61] "Zedelgem"                                                       
## [62] "Zigui County"
## [1] "Forest"     "Grassland"  "Plantation" "Shrubland"
## [1] "high"   "low"    "medium"

2.2 Computations of response ratio

We calculated the response ratio (log transformed ratio of means) with the escalc() in the package metafor.

## Loading required package: Matrix
## 
## Loading the 'metafor' package (version 3.0-2). For an
## introduction to the package please type: help(metafor)
##         Continent       Country year_of_experiment
## 1            Asia         China               2011
## 2            Asia         China               2011
## 3            Asia         China               2011
## 4            Asia         China               2011
## 5            Asia         China               2011
## 6            Asia         China               2011
## 7            Asia         China               2011
## 8            Asia         China               2011
## 9            Asia         China               2011
## 10           Asia         China               2011
## 11           Asia         China               2011
## 12           Asia         China               2011
## 13           Asia         China               2011
## 14           Asia         China               2011
## 15           Asia         China               2011
## 16           Asia         China               2011
## 17           Asia         China               2011
## 18           Asia         China               2011
## 19           Asia         China               2011
## 20           Asia         China               2011
## 21           Asia         China               2011
## 22           Asia         China               2011
## 23           Asia         China               2011
## 24           Asia         China               2011
## 25           Asia         China               2012
## 26           Asia         China               2012
## 27           Asia         China               2012
## 28           Asia         China               2012
## 29           Asia         China               2012
## 30           Asia         China               2012
## 31           Asia         China               2012
## 32           Asia         China               2012
## 33           Asia         China               2012
## 34           Asia         China               2012
## 35           Asia         China               2012
## 36           Asia         China               2012
## 37           Asia         China               2012
## 38           Asia         China               2012
## 39           Asia         China               2012
## 40           Asia         China               2012
## 41           Asia         China               2012
## 42           Asia         China               2012
## 43           Asia         China               2009
## 44           Asia         China               2009
## 45           Asia         China               2009
## 46           Asia         China               2009
## 47           Asia         China               2009
## 48           Asia         China               2009
## 49           Asia         China               2009
## 50           Asia         China               2009
## 51           Asia         China               2009
## 52           Asia         China               2009
## 53           Asia         China               2009
## 54           Asia         China               2009
## 55           Asia         China               2009
## 56           Asia         China               2009
## 57           Asia         China               2009
## 58           Asia         China               2009
## 59  North America           USA               1993
## 60  North America           USA               1993
## 61  South America French Guiana               2009
## 62  South America French Guiana               2009
## 63  South America French Guiana               2009
## 64  South America French Guiana               2009
## 65  South America French Guiana               2009
## 66  South America French Guiana               2009
## 67  South America French Guiana               2009
## 68  South America French Guiana               2009
## 69  South America French Guiana               2009
## 70  South America French Guiana               2009
## 71  South America French Guiana               2009
## 72  South America French Guiana               2009
## 73  South America French Guiana               2009
## 74  South America French Guiana               2009
## 75  South America French Guiana               2009
## 76  South America French Guiana               2009
## 77  South America French Guiana               2009
## 78  South America French Guiana               2009
## 79  South America French Guiana               2009
## 80  South America French Guiana               2009
## 81  South America French Guiana               2009
## 82  South America French Guiana               2009
## 83  South America French Guiana               2009
## 84  South America French Guiana               2009
## 85  South America French Guiana               2009
## 86  South America French Guiana               2009
## 87  South America French Guiana               2009
## 88  South America French Guiana               2009
## 89  South America       Ecuador               2004
## 90  South America       Ecuador               2004
## 91  South America       Ecuador               2004
## 92         Europe       Belgium               2002
## 93         Europe       Belgium               2002
## 94         Europe       Belgium               2002
## 95         Europe       Belgium               2002
## 96         Europe       Belgium               2002
## 97         Europe       Belgium               2002
## 98           Asia         China               2011
## 99           Asia         China               2011
## 100 South America         China               2011
## 101          Asia         China               2011
## 102          Asia         China               2011
## 103          Asia         China               2011
## 104          Asia         China               2011
## 105          Asia         China               2011
## 106          Asia         China               2011
## 107          Asia         China               2011
## 108          Asia         China               2011
## 109          Asia         China               2011
## 110          Asia         China               2011
## 111          Asia         China               2011
## 112          Asia         China               2011
## 113          Asia         China               2011
## 114          Asia         China               2011
## 115          Asia         China               2011
## 116          Asia         China               2011
## 117          Asia         China               2011
## 118          Asia         China               2011
## 119          Asia         China               2011
## 120          Asia         China               2011
## 121          Asia         China               2011
## 122          Asia         China               2014
## 123          Asia         China               2014
## 124          Asia         China               2014
## 125          Asia         China               2014
## 126          Asia         China               2014
## 127          Asia         China               2014
## 128          Asia         China               2014
## 129          Asia         China               2014
## 130          Asia         China               2014
## 131          Asia         China               2014
## 132          Asia         China               2014
## 133          Asia         China               2014
## 134          Asia         China               2014
## 135          Asia         China               2014
## 136          Asia         China               2014
## 137 North America           USA               1986
## 138 North America           USA               1986
## 139 North America           USA               1986
## 140          Asia         China               2016
## 141          Asia         China               2016
## 142          Asia         China               2016
## 143          Asia         China               2016
## 144          Asia         China               2016
## 145          Asia         China               2016
## 146          Asia         China               2016
## 147          Asia         China               2016
## 148          Asia         China               2016
## 149          Asia         China               2016
## 150          Asia         China               2016
## 151          Asia         China               2016
## 152        Europe        Sweden               1998
## 153        Europe        Sweden               1998
## 154        Europe        Sweden               1998
## 155        Europe        Sweden               1998
## 156        Europe        Sweden               1998
## 157        Europe        Sweden               1998
## 158        Europe        Sweden               1998
## 159        Europe        Sweden               1998
## 160        Europe        Sweden               1998
## 161        Europe        Sweden               1998
## 162        Europe        Sweden               1998
## 163        Europe        Sweden               1998
## 164        Europe        Sweden               1998
## 165        Europe        Sweden               1998
## 166        Europe        Sweden               1998
## 167        Europe        Sweden               1998
## 168        Europe        Sweden               1998
## 169        Europe        Sweden               1998
## 170        Europe        Sweden               1998
## 171        Europe        Sweden               1998
## 172        Europe        Sweden               1998
## 173        Europe        Sweden               1998
## 174        Europe        Sweden               1998
## 175        Europe        Sweden               1998
## 176          Asia         China               2004
## 177          Asia         China               2004
## 178          Asia         China               2004
## 179          Asia         China               2004
## 180          Asia         China               2004
## 181          Asia         China               2004
## 182          Asia         China               2004
## 183          Asia         China               2004
## 184        Africa  Burkina Faso               2005
## 185        Africa  Burkina Faso               2005
## 186        Africa  Burkina Faso               2005
## 187        Africa  Burkina Faso               2005
## 188        Africa  Burkina Faso               2005
## 189        Africa  Burkina Faso               2005
## 190 South America     Argentina               2003
## 191 South America     Argentina               2003
## 192 South America     Argentina               2003
## 193 South America     Argentina               2003
## 194          Asia         China               2003
## 195          Asia         China               2003
## 196          Asia         China               2003
## 197          Asia         China               2003
## 198          Asia         China               2003
## 199          Asia         China               2003
## 200 North America        Canada               1996
## 201 North America        Canada               1996
## 202 North America        Canada               1996
## 203 North America        Canada               1996
## 204 North America        Canada               1996
## 205 North America        Canada               1996
## 206 North America        Canada               1996
## 207 North America        Canada               1996
## 208 North America        Canada               1996
## 209 North America        Canada               1996
## 210        Europe        France               2000
## 211        Europe        France               2000
## 212        Europe        France               2000
## 213        Europe        France               2000
## 214        Europe        France               2000
## 215        Europe        France               2000
## 216 North America           USA               2007
## 217 North America           USA               2007
## 218 North America           USA               2007
## 219 North America           USA               2007
## 220 North America           USA               2007
## 221 North America           USA               2007
## 222 South America     Argentina               2007
## 223 South America     Argentina               2007
## 224 South America     Argentina               2007
## 225 South America     Argentina               2007
## 226          Asia         China               2009
## 227          Asia         China               2009
## 228          Asia         China               2009
## 229          Asia         China               2009
## 230          Asia         China               2009
## 231          Asia         China               2009
## 232          Asia         China               2009
## 233          Asia         China               2009
## 234          Asia         China               2009
## 235          Asia         China               2009
## 236          Asia         China               2009
## 237          Asia         China               2009
## 238          Asia         China               2009
## 239          Asia         China               2009
## 240          Asia         China               2009
## 241          Asia         China               2009
## 242          Asia         China               2009
## 243          Asia         China               2009
## 244          Asia         China               2009
## 245          Asia         China               2009
## 246          Asia         China               2009
## 247          Asia         China               2009
## 248          Asia         China               2009
## 249          Asia         China               2009
## 250          Asia         China               2009
## 251          Asia         China               2009
## 252          Asia         China               2009
## 253          Asia         China               2009
## 254          Asia         China               2009
## 255          Asia         China               2009
## 256          Asia         China               2009
## 257          Asia         China               2009
## 258          Asia         China               2009
## 259        Africa        Uganda               2011
## 260        Africa        Uganda               2011
## 261        Africa        Uganda               2011
## 262        Africa        Uganda               2011
## 263        Africa        Uganda               2011
## 264          Asia         Korea               2009
## 265          Asia         Korea               2009
## 266          Asia         Korea               2009
## 267          Asia         Korea               2009
## 268          Asia         Korea               2009
## 269          Asia         Korea               2009
## 270          Asia         Korea               2009
## 271          Asia         Korea               2009
## 272          Asia         Korea               2009
## 273          Asia         Korea               2009
## 274          Asia         Korea               2009
## 275          Asia         Korea               2009
## 276          Asia         Korea               2009
## 277          Asia         Korea               2009
## 278          Asia         Korea               2009
## 279          Asia         Korea               2009
## 280          Asia         Korea               2009
## 281          Asia         Korea               2009
## 282          Asia         Korea               2009
## 283          Asia         Korea               2009
## 284          Asia         Korea               2009
## 285          Asia         Korea               2009
## 286          Asia         Korea               2009
## 287          Asia         Korea               2009
## 288          Asia         Korea               2009
## 289          Asia         Korea               2009
## 290          Asia         Korea               2009
## 291          Asia         Korea               2009
## 292          Asia         Korea               2009
## 293          Asia         Korea               2009
## 294          Asia         Korea               2009
## 295          Asia         Korea               2009
## 296          Asia         Korea               2009
## 297          Asia         Korea               2009
## 298          Asia         Korea               2009
## 299          Asia         Korea               2009
## 300          Asia         China               2006
## 301          Asia         China               2006
## 302          Asia         China               2006
## 303          Asia         China               2006
## 304          Asia         China               2006
## 305          Asia         China               2006
## 306          Asia         China               2006
## 307        Europe        Spain                2006
## 308        Europe        Spain                2006
## 309        Europe        Spain                2006
## 310        Europe        Spain                2006
## 311        Europe        Spain                2006
## 312        Europe        Spain                2006
## 313          Asia         China               2012
## 314          Asia         China               2012
## 315          Asia         China               2012
## 316          Asia         China               2012
## 317          Asia         China               2012
## 318          Asia         China               2012
## 319          Asia         China               2012
## 320          Asia         China               2012
## 321        Europe        France               2012
## 322        Europe        France               2012
## 323        Europe        France               2012
## 324        Europe        France               2012
## 325        Europe        France               2012
## 326        Europe        France               2012
## 327        Europe        France               2012
## 328        Europe        France               2012
## 329        Europe        France               2012
## 330        Europe        France               2012
## 331        Europe        France               2012
## 332        Europe        France               2012
## 333        Europe        France               2012
## 334        Europe        France               2012
## 335        Europe        France               2012
## 336        Europe        France               2012
## 337        Europe        France               2012
## 338        Europe        France               2012
## 339        Europe        France               2012
## 340        Europe        France               2012
## 341        Europe        France               2012
## 342        Europe        France               2012
## 343          Asia         China               2014
## 344          Asia         China               2014
## 345          Asia         China               2014
## 346          Asia         China               2014
## 347          Asia     Sri lanka               2019
## 348          Asia     Sri lanka               2019
## 349          Asia         China               2016
## 350          Asia         China               2016
## 351          Asia         China               2016
## 352          Asia         China               2016
## 353          Asia         China               2016
## 354          Asia         China               2016
## 355          Asia         China               2016
## 356          Asia         China               2016
## 357          Asia         China               2016
## 358          Asia         China               2016
## 359          Asia         China               2016
## 360          Asia         China               2016
## 361        Europe       Austria               2012
## 362        Europe       Austria               2012
## 363        Europe       Austria               2012
## 364        Europe       Austria               2012
## 365        Europe       Austria               2012
## 366        Europe       Austria               2012
## 367        Europe       Austria               2012
## 368        Europe       Austria               2012
## 369        Europe       Austria               2012
## 370        Europe       Austria               2012
## 371        Europe       Austria               2012
## 372        Europe       Austria               2012
## 373 North America           USA               2015
## 374 North America           USA               2015
## 375 North America           USA               2015
## 376 North America           USA               2015
## 377 North America           USA               2015
## 378 North America           USA               2015
## 379 North America           USA               2015
## 380 North America           USA               2015
## 381 North America           USA               2015
## 382 North America           USA               2015
## 383 North America           USA               2015
## 384 North America           USA               2015
## 385 North America           USA               2015
## 386 North America           USA               2015
## 387 North America           USA               2015
## 388 North America           USA               2015
## 389 North America           USA               2015
## 390 North America           USA               2015
## 391 North America           USA               2015
## 392 North America           USA               2015
## 393 North America           USA               2015
## 394 North America           USA               2015
## 395 North America           USA               2015
## 396 North America           USA               2015
## 397 North America           USA               2015
## 398 North America           USA               2015
## 399 North America           USA               2015
## 400 North America           USA               2015
## 401 North America           USA               2015
## 402 North America           USA               2015
## 403 North America           USA               2015
## 404 North America           USA               2015
## 405 North America           USA               2015
## 406 North America           USA               2015
## 407 North America           USA               2015
## 408 North America           USA               2015
## 409 North America           USA               2015
## 410 North America           USA               2015
## 411 North America           USA               2015
## 412 North America           USA               2015
## 413 North America           USA               2015
## 414 North America           USA               2015
## 415 North America           USA               2015
## 416 North America           USA               2015
## 417 North America           USA               2015
## 418 North America           USA               2015
## 419 North America           USA               2015
## 420 North America           USA               2015
## 421 North America           USA               2015
## 422 North America           USA               2015
## 423 North America           USA               2015
## 424 North America           USA               2015
## 425 North America           USA               2015
## 426 North America           USA               2015
## 427 North America           USA               2015
## 428 North America           USA               2015
## 429 North America           USA               2015
## 430 North America           USA               2015
## 431 North America           USA               2015
## 432 North America           USA               2015
## 433 North America           USA               2015
## 434 North America           USA               2015
## 435 North America           USA               2015
## 436 North America           USA               2015
## 437 North America           USA               2015
## 438 North America           USA               2015
## 439 North America           USA               2015
## 440 North America           USA               2015
## 441 North America           USA               2015
## 442 North America           USA               2015
## 443 North America           USA               2015
## 444 North America           USA               2015
## 445 North America           USA               2015
## 446 North America           USA               2015
## 447 North America           USA               2015
## 448 North America           USA               2015
## 449 North America           USA               2015
## 450 North America           USA               2015
## 451 North America           USA               2015
## 452 North America           USA               2015
## 453 North America           USA               2015
## 454 North America           USA               2015
## 455 North America           USA               2015
## 456 North America           USA               2015
## 457 North America           USA               2015
## 458 North America           USA               2015
## 459 North America           USA               2015
## 460 North America           USA               2015
## 461 North America           USA               2015
## 462 North America           USA               2015
## 463 North America           USA               2015
## 464 North America           USA               2015
## 465 North America           USA               2015
## 466 North America           USA               2015
## 467 North America           USA               2015
## 468 North America           USA               2015
## 469 North America           USA               2015
## 470 North America           USA               2015
## 471 North America           USA               2015
## 472 North America           USA               2015
## 473 North America           USA               2015
## 474 North America           USA               2015
## 475 North America           USA               2015
## 476 North America           USA               2015
## 477 North America           USA               2015
## 478 North America           USA               2015
## 479 North America           USA               2015
## 480 North America           USA               2015
## 481 North America           USA               2015
## 482 North America           USA               2015
## 483 North America           USA               2015
## 484 North America           USA               2015
## 485 North America           USA               2015
## 486 North America           USA               2015
## 487 North America           USA               2015
## 488 North America           USA               2015
## 489 North America           USA               2015
## 490 North America           USA               2015
## 491 North America           USA               2015
## 492 North America           USA               2015
## 493 North America           USA               2015
## 494 North America           USA               2015
## 495 North America           USA               2015
## 496 North America           USA               2015
## 497 North America           USA               2015
## 498 North America           USA               2015
## 499 North America           USA               2015
## 500 North America           USA               2015
## 501 North America           USA               2015
## 502 North America           USA               2015
## 503 North America           USA               2015
## 504 North America           USA               2015
## 505 North America           USA               2015
## 506 North America           USA               2015
## 507 North America           USA               2015
## 508 North America           USA               2015
## 509 North America           USA               2015
## 510 North America           USA               2015
## 511 North America           USA               2015
## 512 North America           USA               2015
## 513 North America           USA               2015
## 514 North America           USA               2015
## 515        Europe        Sweden               2006
## 516        Europe        Sweden               2006
## 517        Europe        Sweden               2006
## 518        Europe        Sweden               2006
## 519        Europe        Sweden               2006
## 520        Europe        Sweden               2006
## 521        Europe        Sweden               2006
## 522        Europe        Sweden               2006
## 523        Europe        Sweden               2006
## 524        Europe        Sweden               2006
## 525        Europe        Sweden               2006
## 526        Europe        Sweden               2006
## 527        Europe        Sweden               2006
## 528        Europe        Sweden               2006
## 529        Europe        Sweden               2006
## 530        Europe        Sweden               2006
## 531        Europe        Sweden               2006
## 532        Europe        Sweden               2006
## 533        Europe        Sweden               2006
## 534        Europe        Sweden               2006
## 535        Europe        Sweden               2006
## 536        Europe        Sweden               2006
## 537        Europe        Sweden               2006
## 538        Europe        Sweden               2006
## 539        Europe       Austria               2004
## 540        Europe       Austria               2004
## 541        Europe       Austria               2004
## 542        Europe       Austria               2004
## 543        Europe       Austria               2005
## 544        Europe       Austria               2005
## 545        Europe       Austria               2005
## 546        Europe       Austria               2005
## 547        Europe       Austria               2005
## 548        Europe       Austria               2005
## 549        Europe       Austria               2005
## 550        Europe       Austria               2005
## 551        Europe       Austria               2005
## 552        Europe       Austria               2005
## 553        Europe       Austria               2005
## 554        Europe       Austria               2005
## 555        Europe       Austria               2005
## 556        Europe       Austria               2005
## 557        Europe       Austria               2005
## 558        Europe       Austria               2005
## 559        Europe       Austria               2005
## 560        Europe       Austria               2005
## 561        Europe       Austria               2005
## 562        Europe       Austria               2005
## 563        Europe       Austria               2005
## 564        Europe       Austria               2005
## 565        Europe       Austria               2005
## 566        Europe       Austria               2005
## 567        Europe       Austria               2005
## 568        Europe       Austria               2005
## 569        Europe       Austria               2005
## 570        Europe       Austria               2005
## 571        Europe       Austria               2005
## 572        Europe       Austria               2005
## 573        Europe       Austria               2005
## 574        Europe       Austria               2005
## 575        Europe       Austria               2005
## 576        Europe       Austria               2005
## 577        Europe       Austria               2005
## 578        Europe       Austria               2005
## 579          Asia         China               2010
## 580          Asia         China               2010
## 581 South America     Venezuela               2012
## 582 South America     Venezuela               2012
## 583 South America     Venezuela               2012
## 584 South America     Venezuela               2012
## 585 South America     Venezuela               2012
## 586        Europe       Belgium               2011
## 587        Europe       Belgium               2011
## 588        Europe       Belgium               2011
## 589        Europe       Belgium               2011
## 590        Europe       Belgium               2011
## 591        Europe       Belgium               2011
## 592        Europe       Belgium               2011
## 593        Europe       Belgium               2011
## 594        Europe       Belgium               2011
## 595        Europe       Belgium               2011
## 596        Europe       Belgium               2011
## 597        Europe       Belgium               2011
## 598        Europe       Belgium               2011
## 599        Europe       Belgium               2011
## 600        Europe       Belgium               2011
## 601          Asia         China               2008
## 602 South America        Brazil               2007
## 603 South America        Brazil               2007
## 604 South America        Brazil               2007
## 605 South America        Brazil               2007
## 606 South America        Brazil               2007
## 607 South America        Brazil               2007
## 608 South America        Brazil               2007
## 609 South America        Brazil               2007
## 610 South America        Brazil               2007
## 611 South America        Brazil               2007
## 612 South America        Brazil               2007
## 613 South America        Brazil               2007
## 614 South America        Brazil               2007
## 615 South America        Brazil               2007
## 616 South America        Brazil               2007
## 617 South America        Brazil               2007
## 618 South America        Brazil               2007
## 619 South America        Brazil               2007
## 620 South America        Brazil               2007
## 621 South America        Brazil               2007
## 622 South America        Brazil               2007
## 623 South America        Brazil               2007
## 624 South America        Brazil               2007
## 625 South America        Brazil               2007
## 626 South America        Brazil               2007
## 627 South America        Brazil               2007
## 628 South America        Brazil               2007
## 629 South America        Brazil               2007
## 630 South America        Brazil               2007
## 631 South America        Brazil               2007
## 632 South America        Brazil               2007
## 633 South America        Brazil               2007
## 634 South America        Brazil               2007
## 635 South America        Brazil               2007
## 636 South America        Brazil               2007
## 637 South America        Brazil               2007
## 638 South America        Brazil               2007
## 639 South America        Brazil               2007
## 640 South America        Brazil               2007
## 641 South America        Brazil               2007
## 642 South America        Brazil               2007
## 643 South America        Brazil               2007
## 644 South America        Brazil               2007
## 645 South America        Brazil               2007
## 646 South America        Brazil               2007
## 647 South America        Brazil               2007
## 648 South America        Brazil               2007
## 649 South America        Brazil               2007
## 650          Asia        Bhutan               2010
## 651          Asia        Bhutan               2010
## 652          Asia        Bhutan               2010
## 653          Asia        Bhutan               2010
## 654          Asia        Bhutan               2010
## 655          Asia        Bhutan               2010
## 656          Asia        Bhutan               2010
## 657          Asia        Bhutan               2010
## 658          Asia        Bhutan               2010
## 659          Asia        Bhutan               2010
## 660          Asia        Bhutan               2010
## 661          Asia        Bhutan               2010
## 662          Asia        Bhutan               2010
## 663          Asia        Bhutan               2010
## 664          Asia        Bhutan               2010
## 665          Asia          Iran               2010
## 666          Asia          Iran               2010
## 667          Asia          Iran               2010
## 668          Asia          Iran               2010
## 669          Asia          Iran               2010
## 670          Asia         China               2013
## 671          Asia         China               2013
## 672          Asia         China               2013
## 673          Asia         China               2013
## 674          Asia         China               2013
## 675          Asia         China               2013
## 676          Asia         China               2013
## 677          Asia         China               2013
## 678          Asia         China               2013
## 679          Asia         China               2013
## 680          Asia         China               2013
## 681          Asia         China               2014
## 682          Asia         China               2014
## 683          Asia         China               2014
## 684          Asia         China               2014
## 685          Asia         China               2014
## 686          Asia         China               2014
## 687          Asia         China               2014
## 688          Asia         China               2014
## 689          Asia         China               2014
## 690          Asia         China               2014
## 691          Asia         China               2014
## 692          Asia         China               2014
## 693          Asia         China               2014
## 694          Asia         China               2014
## 695          Asia         China               2014
## 696          Asia         China               2014
## 697          Asia         China               2014
## 698          Asia         China               2014
## 699          Asia         China               2014
## 700          Asia         China               2014
## 701          Asia         China               2014
## 702          Asia         China               2014
## 703          Asia         China               2014
## 704          Asia         China               2014
## 705          Asia         China               2014
## 706          Asia         China               2014
## 707          Asia         China               2014
## 708          Asia         China               2014
## 709          Asia         China               2014
## 710          Asia         China               2014
## 711          Asia         China               2014
## 712          Asia         China               2014
## 713          Asia         China               2014
## 714          Asia         China               2009
## 715          Asia         China               2009
## 716          Asia         China               2009
## 717        Europe        Sweden               2008
## 718        Europe        Sweden               2008
## 719        Europe        Sweden               2008
## 720        Europe        Sweden               2008
## 721        Europe        Sweden               2008
## 722        Europe        Sweden               2008
## 723        Europe        Sweden               2008
## 724        Europe        Sweden               2008
## 725        Europe        Sweden               2008
## 726        Europe        Sweden               2008
## 727        Europe        Sweden               2008
## 728        Europe        Sweden               2008
## 729        Europe        Sweden               2008
## 730        Europe        Sweden               2008
## 731        Europe        Sweden               2008
## 732        Europe        Sweden               2008
## 733        Europe        Sweden               2008
## 734        Europe        Sweden               2008
## 735        Europe        Sweden               2008
## 736        Europe        Sweden               2008
## 737          Asia         China               2009
## 738          Asia         China               2009
## 739          Asia         China               2009
## 740          Asia         China               2009
## 741          Asia         China               2009
## 742          Asia         China               2009
## 743          Asia         China               2009
## 744          Asia         China               2009
## 745          Asia         China               2009
## 746          Asia         China               2009
## 747          Asia         China               2009
## 748          Asia         China               2009
## 749          Asia         China               2009
## 750          Asia         China               2009
## 751          Asia         China               2009
## 752          Asia         China               2009
## 753          Asia         China               2009
## 754          Asia         China               2009
## 755          Asia         China               2009
## 756          Asia         China               2009
## 757          Asia         China               2009
## 758          Asia         China               2009
## 759          Asia         China               2009
## 760          Asia         China               2009
## 761          Asia         China               2009
## 762          Asia         China               2009
## 763          Asia         China               2009
## 764        Europe         Italy               2008
## 765        Europe         Italy               2008
## 766        Europe         Italy               2008
## 767        Europe         Italy               2008
## 768          Asia         China               2013
## 769          Asia         China               2013
## 770          Asia         China               2013
## 771          Asia         China               2013
## 772          Asia         China               2013
## 773          Asia         China               2013
## 774          Asia         China               2013
## 775          Asia         China               2013
## 776          Asia         China               2013
## 777          Asia         China               2013
## 778 South America     Argentina               2000
## 779 South America     Argentina               2000
## 780 South America     Argentina               2000
## 781 South America     Argentina               2000
## 782 South America     Argentina               2000
## 783 South America     Argentina               2000
## 784 South America     Argentina               2000
## 785 South America     Argentina               2000
## 786 South America     Argentina               2000
## 787 South America     Argentina               2000
## 788 South America     Argentina               2000
## 789 South America     Argentina               2000
## 790 South America     Argentina               2000
## 791 South America     Argentina               2000
## 792 South America     Argentina               2000
## 793 South America     Argentina               2000
## 794 South America     Argentina               2000
## 795 South America     Argentina               2000
## 796 South America     Argentina               2000
## 797 South America     Argentina               2000
## 798 South America     Argentina               2000
## 799 South America     Argentina               2000
## 800 South America     Argentina               2000
## 801 South America     Argentina               2000
## 802 South America     Argentina               2000
## 803 South America     Argentina               2000
## 804          Asia         China               2010
## 805          Asia         China               2010
## 806          Asia         China               2010
## 807          Asia         China               2010
## 808          Asia         China               2010
## 809          Asia         China               2010
## 810          Asia         China               2010
## 811          Asia         China               2010
## 812          Asia         China               2010
## 813          Asia         China               2010
## 814          Asia         China               2010
## 815          Asia         China               2010
## 816          Asia         China               2013
## 817          Asia         China               2013
## 818          Asia         China               2013
## 819          Asia         China               2013
## 820          Asia         China               2013
## 821          Asia         China               2013
## 822          Asia         China               2013
## 823          Asia         China               2013
## 824          Asia         China               2013
## 825          Asia         China               2013
## 826          Asia         China               2013
## 827          Asia         China               2013
## 828          Asia         China               2013
## 829          Asia         China               2013
## 830          Asia         China               2013
## 831          Asia         China               2013
## 832          Asia         China               2013
## 833          Asia         China               2013
## 834          Asia         China               2013
## 835          Asia         China               2013
## 836          Asia         China               2013
## 837          Asia         China               2013
## 838          Asia         China               2013
## 839          Asia         China               2013
## 840          Asia         China               2013
## 841          Asia         China               2013
## 842          Asia         China               2013
## 843          Asia         China               2013
## 844          Asia         China               2013
## 845          Asia         China               2013
## 846          Asia         China               2013
## 847          Asia         China               2013
## 848          Asia         China               2013
## 849          Asia         China               2013
## 850          Asia         China               2013
## 851          Asia         China               2013
## 852          Asia         China               2013
## 853          Asia         China               2013
## 854          Asia         China               2013
## 855          Asia         China               2013
## 856          Asia         China               2013
## 857          Asia         China               2013
## 858          Asia         China               2013
## 859          Asia         China               2013
## 860          Asia         China               2006
## 861          Asia         China               2006
## 862          Asia         China               2006
## 863          Asia         China               2006
## 864          Asia         China               2006
## 865          Asia         China               2006
## 866          Asia         China               2006
## 867          Asia         China               2006
##                                                                Site
## 1                                             Changbai Mountain (1)
## 2                                             Changbai Mountain (1)
## 3                                             Changbai Mountain (1)
## 4                                             Changbai Mountain (1)
## 5                                             Changbai Mountain (1)
## 6                                             Changbai Mountain (1)
## 7                                             Changbai Mountain (1)
## 8                                             Changbai Mountain (1)
## 9                                             Changbai Mountain (1)
## 10                                            Changbai Mountain (1)
## 11                                            Changbai Mountain (1)
## 12                                            Changbai Mountain (1)
## 13                                            Changbai Mountain (1)
## 14                                            Changbai Mountain (1)
## 15                                            Changbai Mountain (1)
## 16                                            Changbai Mountain (1)
## 17                                            Changbai Mountain (1)
## 18                                            Changbai Mountain (1)
## 19                                            Changbai Mountain (1)
## 20                                            Changbai Mountain (1)
## 21                                            Changbai Mountain (1)
## 22                                            Changbai Mountain (1)
## 23                                            Changbai Mountain (1)
## 24                                            Changbai Mountain (1)
## 25                                                  Qingyuan Forest
## 26                                                  Qingyuan Forest
## 27                                                  Qingyuan Forest
## 28                                                  Qingyuan Forest
## 29                                                  Qingyuan Forest
## 30                                                  Qingyuan Forest
## 31                                                  Qingyuan Forest
## 32                                                  Qingyuan Forest
## 33                                                  Qingyuan Forest
## 34                                                  Qingyuan Forest
## 35                                                  Qingyuan Forest
## 36                                                  Qingyuan Forest
## 37                                                  Qingyuan Forest
## 38                                                  Qingyuan Forest
## 39                                                  Qingyuan Forest
## 40                                                  Qingyuan Forest
## 41                                                  Qingyuan Forest
## 42                                                  Qingyuan Forest
## 43                                           Changbai Mountains (2)
## 44                                           Changbai Mountains (2)
## 45                                           Changbai Mountains (2)
## 46                                           Changbai Mountains (2)
## 47                                           Changbai Mountains (2)
## 48                                           Changbai Mountains (2)
## 49                                           Changbai Mountains (2)
## 50                                           Changbai Mountains (2)
## 51                                           Changbai Mountains (2)
## 52                                           Changbai Mountains (2)
## 53                                           Changbai Mountains (2)
## 54                                           Changbai Mountains (2)
## 55                                           Changbai Mountains (2)
## 56                                           Changbai Mountains (2)
## 57                                           Changbai Mountains (2)
## 58                                           Changbai Mountains (2)
## 59                                               North Carolina (1)
## 60                                               North Carolina (1)
## 61                                                          Paracou
## 62                                                          Paracou
## 63                                                          Paracou
## 64                                                          Paracou
## 65                                                          Paracou
## 66                                                          Paracou
## 67                                                          Paracou
## 68                                                          Paracou
## 69                                                          Paracou
## 70                                                          Paracou
## 71                                                          Paracou
## 72                                                          Paracou
## 73                                                          Paracou
## 74                                                          Paracou
## 75                                                          Paracou
## 76                                                          Paracou
## 77                                                          Paracou
## 78                                                          Paracou
## 79                                                          Paracou
## 80                                                          Paracou
## 81                                                          Paracou
## 82                                                          Paracou
## 83                                                          Paracou
## 84                                                          Paracou
## 85                                                          Paracou
## 86                                                          Paracou
## 87                                                          Paracou
## 88                                                          Paracou
## 89                                 Reserva Biol´ogica San Francisco
## 90                                 Reserva Biol´ogica San Francisco
## 91                                 Reserva Biol´ogica San Francisco
## 92                                               W Belgian Ardennes
## 93                                               W Belgian Ardennes
## 94                                               W Belgian Ardennes
## 95                                               W Belgian Ardennes
## 96                                               W Belgian Ardennes
## 97                                               W Belgian Ardennes
## 98                                            Changbai Mountain (3)
## 99                                            Changbai Mountain (3)
## 100                                           Changbai Mountain (3)
## 101                                           Changbai Mountain (3)
## 102                                           Changbai Mountain (3)
## 103                                           Changbai Mountain (3)
## 104                                           Changbai Mountain (3)
## 105                                           Changbai Mountain (3)
## 106                                           Changbai Mountain (3)
## 107                                           Changbai Mountain (3)
## 108                                           Changbai Mountain (3)
## 109                                           Changbai Mountain (3)
## 110                                           Changbai Mountain (3)
## 111                                           Changbai Mountain (3)
## 112                                           Changbai Mountain (3)
## 113                                           Changbai Mountain (3)
## 114                                           Changbai Mountain (3)
## 115                                           Changbai Mountain (3)
## 116                                           Changbai Mountain (3)
## 117                                           Changbai Mountain (3)
## 118                                           Changbai Mountain (3)
## 119                                           Changbai Mountain (3)
## 120                                           Changbai Mountain (3)
## 121                                           Changbai Mountain (3)
## 122                                                  Jinghai County
## 123                                                  Jinghai County
## 124                                                  Jinghai County
## 125                                                  Jinghai County
## 126                                                  Jinghai County
## 127                                                  Jinghai County
## 128                                                  Jinghai County
## 129                                                  Jinghai County
## 130                                                  Jinghai County
## 131                                                  Jinghai County
## 132                                                  Jinghai County
## 133                                                  Jinghai County
## 134                                                  Jinghai County
## 135                                                  Jinghai County
## 136                                                  Jinghai County
## 137                                              North Carolina (2)
## 138                                              North Carolina (2)
## 139                                              North Carolina (2)
## 140                             Taizi Mountain National Forest Park
## 141                             Taizi Mountain National Forest Park
## 142                             Taizi Mountain National Forest Park
## 143                             Taizi Mountain National Forest Park
## 144                             Taizi Mountain National Forest Park
## 145                             Taizi Mountain National Forest Park
## 146                             Taizi Mountain National Forest Park
## 147                             Taizi Mountain National Forest Park
## 148                             Taizi Mountain National Forest Park
## 149                             Taizi Mountain National Forest Park
## 150                             Taizi Mountain National Forest Park
## 151                             Taizi Mountain National Forest Park
## 152                                                      Abisko (1)
## 153                                                      Abisko (1)
## 154                                                      Abisko (1)
## 155                                                      Abisko (1)
## 156                                                      Abisko (1)
## 157                                                      Abisko (1)
## 158                                                      Abisko (1)
## 159                                                      Abisko (1)
## 160                                                      Abisko (1)
## 161                                                      Abisko (1)
## 162                                                      Abisko (1)
## 163                                                      Abisko (1)
## 164                                                      Abisko (1)
## 165                                                      Abisko (1)
## 166                                                      Abisko (1)
## 167                                                      Abisko (1)
## 168                                                      Abisko (1)
## 169                                                      Abisko (1)
## 170                                                      Abisko (1)
## 171                                                      Abisko (1)
## 172                                                      Abisko (1)
## 173                                                      Abisko (1)
## 174                                                      Abisko (1)
## 175                                                      Abisko (1)
## 176                                              Huangshan Mountain
## 177                                              Huangshan Mountain
## 178                                              Huangshan Mountain
## 179                                              Huangshan Mountain
## 180                                              Huangshan Mountain
## 181                                              Huangshan Mountain
## 182                                              Huangshan Mountain
## 183                                              Huangshan Mountain
## 184                                                    Boni village
## 185                                                    Boni village
## 186                                                    Boni village
## 187                                                    Boni village
## 188                                                    Boni village
## 189                                                    Boni village
## 190                                           Parque Nacional Lanín
## 191                                           Parque Nacional Lanín
## 192                                           Parque Nacional Lanín
## 193                                           Parque Nacional Lanín
## 194                                   Huitong Experimental station 
## 195                                   Huitong Experimental station 
## 196                                   Huitong Experimental station 
## 197                                   Huitong Experimental station 
## 198                                   Huitong Experimental station 
## 199                                   Huitong Experimental station 
## 200                                                British colombia
## 201                                                British colombia
## 202                                                British colombia
## 203                                                British colombia
## 204                                                British colombia
## 205                                                British colombia
## 206                                                British colombia
## 207                                                British colombia
## 208                                                British colombia
## 209                                                British colombia
## 210                                                 Haute-Normandie
## 211                                                 Haute-Normandie
## 212                                                 Haute-Normandie
## 213                                                 Haute-Normandie
## 214                                                 Haute-Normandie
## 215                                                 Haute-Normandie
## 216                                                Harrisson county
## 217                                                Harrisson county
## 218                                                Harrisson county
## 219                                                Harrisson county
## 220                                                Harrisson county
## 221                                                Harrisson county
## 222                                           Parque Nacional Lanín
## 223                                           Parque Nacional Lanín
## 224                                           Parque Nacional Lanín
## 225                                           Parque Nacional Lanín
## 226                                                   Leshan region
## 227                                                   Leshan region
## 228                                                   Leshan region
## 229                                                   Leshan region
## 230                                                   Leshan region
## 231                                                   Leshan region
## 232                                                   Leshan region
## 233                                                   Leshan region
## 234                                                   Leshan region
## 235                                                   Leshan region
## 236                                                   Leshan region
## 237                                                   Leshan region
## 238                                                   Leshan region
## 239                                                   Leshan region
## 240                                                   Leshan region
## 241                                                   Leshan region
## 242                                                   Leshan region
## 243                                                   Leshan region
## 244                                                   Leshan region
## 245                                                   Leshan region
## 246                                                   Leshan region
## 247                                                   Leshan region
## 248                                                   Leshan region
## 249                                                   Leshan region
## 250                                                   Leshan region
## 251                                                   Leshan region
## 252                                                   Leshan region
## 253                                                   Leshan region
## 254                                                   Leshan region
## 255                                                   Leshan region
## 256                                                   Leshan region
## 257                                                   Leshan region
## 258                                                   Leshan region
## 259                                                pristine Nyungwe
## 260                                                pristine Nyungwe
## 261                                                pristine Nyungwe
## 262                                                pristine Nyungwe
## 263                                                pristine Nyungwe
## 264                      Seoul National University Forest oak stand
## 265                      Seoul National University Forest oak stand
## 266                      Seoul National University Forest oak stand
## 267                      Seoul National University Forest oak stand
## 268                      Seoul National University Forest oak stand
## 269                      Seoul National University Forest oak stand
## 270                      Seoul National University Forest oak stand
## 271                      Seoul National University Forest oak stand
## 272                      Seoul National University Forest oak stand
## 273                      Seoul National University Forest oak stand
## 274                      Seoul National University Forest oak stand
## 275                      Seoul National University Forest oak stand
## 276                    Seoul National University Forest mixed stand
## 277                    Seoul National University Forest mixed stand
## 278                    Seoul National University Forest mixed stand
## 279                    Seoul National University Forest mixed stand
## 280                    Seoul National University Forest mixed stand
## 281                    Seoul National University Forest mixed stand
## 282                    Seoul National University Forest mixed stand
## 283                    Seoul National University Forest mixed stand
## 284                    Seoul National University Forest mixed stand
## 285                    Seoul National University Forest mixed stand
## 286                    Seoul National University Forest mixed stand
## 287                    Seoul National University Forest mixed stand
## 288                     Seoul National University Korean pine stand
## 289                     Seoul National University Korean pine stand
## 290                     Seoul National University Korean pine stand
## 291                     Seoul National University Korean pine stand
## 292                     Seoul National University Korean pine stand
## 293                     Seoul National University Korean pine stand
## 294                     Seoul National University Korean pine stand
## 295                     Seoul National University Korean pine stand
## 296                     Seoul National University Korean pine stand
## 297                     Seoul National University Korean pine stand
## 298                     Seoul National University Korean pine stand
## 299                     Seoul National University Korean pine stand
## 300                          Dinghushan Forest Experimental Station
## 301                          Dinghushan Forest Experimental Station
## 302                          Dinghushan Forest Experimental Station
## 303                          Dinghushan Forest Experimental Station
## 304                          Dinghushan Forest Experimental Station
## 305                          Dinghushan Forest Experimental Station
## 306                          Dinghushan Forest Experimental Station
## 307                                             Collada de Montalto
## 308                                             Collada de Montalto
## 309                                             Collada de Montalto
## 310                                             Collada de Montalto
## 311                                             Collada de Montalto
## 312                                             Collada de Montalto
## 313                                Liao River Source Nature Reserve
## 314                                Liao River Source Nature Reserve
## 315                                Liao River Source Nature Reserve
## 316                                Liao River Source Nature Reserve
## 317                                Liao River Source Nature Reserve
## 318                                Liao River Source Nature Reserve
## 319                                Liao River Source Nature Reserve
## 320                                Liao River Source Nature Reserve
## 321                                  Observatoire de Haute Provence
## 322                                  Observatoire de Haute Provence
## 323                                  Observatoire de Haute Provence
## 324                                  Observatoire de Haute Provence
## 325                                  Observatoire de Haute Provence
## 326                                  Observatoire de Haute Provence
## 327                                  Observatoire de Haute Provence
## 328                                  Observatoire de Haute Provence
## 329                                  Observatoire de Haute Provence
## 330                                  Observatoire de Haute Provence
## 331                                  Observatoire de Haute Provence
## 332                                  Observatoire de Haute Provence
## 333                                  Observatoire de Haute Provence
## 334                                  Observatoire de Haute Provence
## 335                                  Observatoire de Haute Provence
## 336                                  Observatoire de Haute Provence
## 337                                  Observatoire de Haute Provence
## 338                                  Observatoire de Haute Provence
## 339                                  Observatoire de Haute Provence
## 340                                  Observatoire de Haute Provence
## 341                                  Observatoire de Haute Provence
## 342                                  Observatoire de Haute Provence
## 343                                                    Zigui County
## 344                                                    Zigui County
## 345                                                    Zigui County
## 346                                                    Zigui County
## 347                                               Central Sri Lanka
## 348                                               Central Sri Lanka
## 349                                    Daqinggou Ecological Station
## 350                                    Daqinggou Ecological Station
## 351                                    Daqinggou Ecological Station
## 352                                    Daqinggou Ecological Station
## 353                                    Daqinggou Ecological Station
## 354                                    Daqinggou Ecological Station
## 355                                    Daqinggou Ecological Station
## 356                                    Daqinggou Ecological Station
## 357                                    Daqinggou Ecological Station
## 358                                    Daqinggou Ecological Station
## 359                                    Daqinggou Ecological Station
## 360                                    Daqinggou Ecological Station
## 361                                                   Kaserstattalm
## 362                                                   Kaserstattalm
## 363                                                   Kaserstattalm
## 364                                                   Kaserstattalm
## 365                                                   Kaserstattalm
## 366                                                   Kaserstattalm
## 367                                                   Kaserstattalm
## 368                                                   Kaserstattalm
## 369                                                   Kaserstattalm
## 370                                                   Kaserstattalm
## 371                                                   Kaserstattalm
## 372                                                   Kaserstattalm
## 373                                                       Minnesota
## 374                                                       Minnesota
## 375                                                       Minnesota
## 376                                                       Minnesota
## 377                                                       Minnesota
## 378                                                       Minnesota
## 379                                                       Minnesota
## 380                                                       Minnesota
## 381                                                       Minnesota
## 382                                                       Minnesota
## 383                                                       Minnesota
## 384                                                       Minnesota
## 385                                                       Minnesota
## 386                                                       Minnesota
## 387                                                       Minnesota
## 388                                                       Minnesota
## 389                                                       Minnesota
## 390                                                       Minnesota
## 391                                                       Minnesota
## 392                                                       Minnesota
## 393                                                       Minnesota
## 394                                                       Minnesota
## 395                                                       Minnesota
## 396                                                       Minnesota
## 397                                                       Minnesota
## 398                                                       Minnesota
## 399                                                       Minnesota
## 400                                                       Minnesota
## 401                                                       Minnesota
## 402                                                       Minnesota
## 403                                                       Minnesota
## 404                                                       Minnesota
## 405                                                       Minnesota
## 406                                                       Minnesota
## 407                                                       Minnesota
## 408                                                       Minnesota
## 409                                                       Minnesota
## 410                                                       Minnesota
## 411                                                       Minnesota
## 412                                                       Minnesota
## 413                                                       Minnesota
## 414                                                       Minnesota
## 415                                                       Minnesota
## 416                                                       Minnesota
## 417                                                       Minnesota
## 418                                                       Minnesota
## 419                                                       Minnesota
## 420                                                       Minnesota
## 421                                                       Minnesota
## 422                                                       Minnesota
## 423                                                       Minnesota
## 424                                                       Minnesota
## 425                                                       Minnesota
## 426                                                       Minnesota
## 427                                                       Minnesota
## 428                                                       Minnesota
## 429                                                       Minnesota
## 430                                                       Minnesota
## 431                                                       Minnesota
## 432                                                       Minnesota
## 433                                                       Minnesota
## 434                                                       Minnesota
## 435                                                       Minnesota
## 436                                                       Minnesota
## 437                                                       Minnesota
## 438                                                       Minnesota
## 439                                                       Minnesota
## 440                                                       Minnesota
## 441                                                       Minnesota
## 442                                                       Minnesota
## 443                                                       Minnesota
## 444                                                       Minnesota
## 445                                                       Minnesota
## 446                                                       Minnesota
## 447                                                       Minnesota
## 448                                                       Minnesota
## 449                                                       Minnesota
## 450                                                       Minnesota
## 451                                                       Minnesota
## 452                                                       Minnesota
## 453                                                       Minnesota
## 454                                                       Minnesota
## 455                                                       Minnesota
## 456                                                       Minnesota
## 457                                                       Minnesota
## 458                                                       Minnesota
## 459                                                       Minnesota
## 460                                                       Minnesota
## 461                                                       Minnesota
## 462                                                       Minnesota
## 463                                                       Minnesota
## 464                                                       Minnesota
## 465                                                       Minnesota
## 466                                                       Minnesota
## 467                                                       Minnesota
## 468                                                       Minnesota
## 469                                                       Minnesota
## 470                                                       Minnesota
## 471                                                       Minnesota
## 472                                                       Minnesota
## 473                                                       Minnesota
## 474                                                       Minnesota
## 475                                                       Minnesota
## 476                                                       Minnesota
## 477                                                       Minnesota
## 478                                                       Minnesota
## 479                                                       Minnesota
## 480                                                       Minnesota
## 481                                                       Minnesota
## 482                                                       Minnesota
## 483                                                       Minnesota
## 484                                                       Minnesota
## 485                                                       Minnesota
## 486                                                       Minnesota
## 487                                                       Minnesota
## 488                                                       Minnesota
## 489                                                       Minnesota
## 490                                                       Minnesota
## 491                                                       Minnesota
## 492                                                       Minnesota
## 493                                                       Minnesota
## 494                                                       Minnesota
## 495                                                       Minnesota
## 496                                                       Minnesota
## 497                                                       Minnesota
## 498                                                       Minnesota
## 499                                                       Minnesota
## 500                                                       Minnesota
## 501                                                       Minnesota
## 502                                                       Minnesota
## 503                                                       Minnesota
## 504                                                       Minnesota
## 505                                                       Minnesota
## 506                                                       Minnesota
## 507                                                       Minnesota
## 508                                                       Minnesota
## 509                                                       Minnesota
## 510                                                       Minnesota
## 511                                                       Minnesota
## 512                                                       Minnesota
## 513                                                       Minnesota
## 514                                                       Minnesota
## 515         Hornavan and Uddjaure small islands with shrubs removal
## 516         Hornavan and Uddjaure small islands with shrubs removal
## 517         Hornavan and Uddjaure small islands with shrubs removal
## 518         Hornavan and Uddjaure small islands with shrubs removal
## 519                Hornavan and Uddjaure small islands with shrubs 
## 520                Hornavan and Uddjaure small islands with shrubs 
## 521                Hornavan and Uddjaure small islands with shrubs 
## 522                Hornavan and Uddjaure small islands with shrubs 
## 523  Hornavan and Uddjaure medium-size islandss with shrubs removal
## 524  Hornavan and Uddjaure medium-size islandss with shrubs removal
## 525  Hornavan and Uddjaure medium-size islandss with shrubs removal
## 526  Hornavan and Uddjaure medium-size islandss with shrubs removal
## 527          Hornavan and Uddjaure medium-size islands with shrubs 
## 528          Hornavan and Uddjaure medium-size islands with shrubs 
## 529          Hornavan and Uddjaure medium-size islands with shrubs 
## 530          Hornavan and Uddjaure medium-size islands with shrubs 
## 531         Hornavan and Uddjaure large islands with shrubs removal
## 532         Hornavan and Uddjaure large islands with shrubs removal
## 533         Hornavan and Uddjaure large islands with shrubs removal
## 534         Hornavan and Uddjaure large islands with shrubs removal
## 535                Hornavan and Uddjaure large islands with shrubs 
## 536                Hornavan and Uddjaure large islands with shrubs 
## 537                Hornavan and Uddjaure large islands with shrubs 
## 538                Hornavan and Uddjaure large islands with shrubs 
## 539                                             Flysch and Molasse 
## 540                                             Flysch and Molasse 
## 541                                             Flysch and Molasse 
## 542                                             Flysch and Molasse 
## 543                                                Kreisbach Spruce
## 544                                                Kreisbach Spruce
## 545                                                Kreisbach Spruce
## 546                                                Kreisbach mixed 
## 547                                                Kreisbach mixed 
## 548                                                Kreisbach mixed 
## 549                                    Kreisbach Beech forest stand
## 550                                    Kreisbach Beech forest stand
## 551                                    Kreisbach Beech forest stand
## 552                                Frauschereck spruce forest stand
## 553                                Frauschereck spruce forest stand
## 554                                Frauschereck spruce forest stand
## 555                                Frauschereck spruce forest stand
## 556                                Frauschereck spruce forest stand
## 557                                Frauschereck spruce forest stand
## 558                                Frauschereck spruce forest stand
## 559                                Frauschereck spruce forest stand
## 560                                Frauschereck spruce forest stand
## 561                                                Kreisbach Spruce
## 562                                                Kreisbach Spruce
## 563                                                Kreisbach Spruce
## 564                                                Kreisbach mixed 
## 565                                                Kreisbach mixed 
## 566                                                Kreisbach mixed 
## 567                                    Kreisbach Beech forest stand
## 568                                    Kreisbach Beech forest stand
## 569                                    Kreisbach Beech forest stand
## 570                                Frauschereck spruce forest stand
## 571                                Frauschereck spruce forest stand
## 572                                Frauschereck spruce forest stand
## 573                                Frauschereck spruce forest stand
## 574                                Frauschereck spruce forest stand
## 575                                Frauschereck spruce forest stand
## 576                                Frauschereck spruce forest stand
## 577                                Frauschereck spruce forest stand
## 578                                Frauschereck spruce forest stand
## 579                                    Daqinggou Ecological Station
## 580                                    Daqinggou Ecological Station
## 581                                         Mapire river floodplain
## 582                                         Mapire river floodplain
## 583                                         Mapire river floodplain
## 584                                         Mapire river floodplain
## 585                                         Mapire river floodplain
## 586                                                        Zedelgem
## 587                                                        Zedelgem
## 588                                                        Zedelgem
## 589                                                        Zedelgem
## 590                                                        Zedelgem
## 591                                                        Zedelgem
## 592                                                        Zedelgem
## 593                                                        Zedelgem
## 594                                                        Zedelgem
## 595                                                        Zedelgem
## 596                                                        Zedelgem
## 597                                                        Zedelgem
## 598                                                        Zedelgem
## 599                                                        Zedelgem
## 600                                                        Zedelgem
## 601             Guangxi Youyiguan Forest Ecosystem Research Station
## 602                                        Cachoeira nature reserve
## 603                                        Cachoeira nature reserve
## 604                                        Cachoeira nature reserve
## 605                                        Cachoeira nature reserve
## 606                                        Cachoeira nature reserve
## 607                                        Cachoeira nature reserve
## 608                                        Cachoeira nature reserve
## 609                                        Cachoeira nature reserve
## 610                                        Cachoeira nature reserve
## 611                                        Cachoeira nature reserve
## 612                                        Cachoeira nature reserve
## 613                                        Cachoeira nature reserve
## 614                                        Cachoeira nature reserve
## 615                                        Cachoeira nature reserve
## 616                                        Cachoeira nature reserve
## 617                                        Cachoeira nature reserve
## 618                                        Cachoeira nature reserve
## 619                                        Cachoeira nature reserve
## 620                                        Cachoeira nature reserve
## 621                                        Cachoeira nature reserve
## 622                                        Cachoeira nature reserve
## 623                                        Cachoeira nature reserve
## 624                                        Cachoeira nature reserve
## 625                                        Cachoeira nature reserve
## 626                                        Cachoeira nature reserve
## 627                                        Cachoeira nature reserve
## 628                                        Cachoeira nature reserve
## 629                                        Cachoeira nature reserve
## 630                                        Cachoeira nature reserve
## 631                                        Cachoeira nature reserve
## 632                                        Cachoeira nature reserve
## 633                                        Cachoeira nature reserve
## 634                                        Cachoeira nature reserve
## 635                                        Cachoeira nature reserve
## 636                                        Cachoeira nature reserve
## 637                                        Cachoeira nature reserve
## 638                                        Cachoeira nature reserve
## 639                                        Cachoeira nature reserve
## 640                                        Cachoeira nature reserve
## 641                                        Cachoeira nature reserve
## 642                                        Cachoeira nature reserve
## 643                                        Cachoeira nature reserve
## 644                                        Cachoeira nature reserve
## 645                                        Cachoeira nature reserve
## 646                                        Cachoeira nature reserve
## 647                                        Cachoeira nature reserve
## 648                                        Cachoeira nature reserve
## 649                                        Cachoeira nature reserve
## 650                                                            Bajo
## 651                                                            Bajo
## 652                                                            Bajo
## 653                                                            Bajo
## 654                                                            Bajo
## 655                                                            Bajo
## 656                                                            Bajo
## 657                                                            Bajo
## 658                                                            Bajo
## 659                                                            Bajo
## 660                                                            Bajo
## 661                                                            Bajo
## 662                                                            Bajo
## 663                                                            Bajo
## 664                                                            Bajo
## 665                                               Hyrcanian forests
## 666                                               Hyrcanian forests
## 667                                               Hyrcanian forests
## 668                                               Hyrcanian forests
## 669                                               Hyrcanian forests
## 670 Xainza Alpine Steppe and Wetland Ecosystem Observation Station 
## 671 Xainza Alpine Steppe and Wetland Ecosystem Observation Station 
## 672 Xainza Alpine Steppe and Wetland Ecosystem Observation Station 
## 673 Xainza Alpine Steppe and Wetland Ecosystem Observation Station 
## 674 Xainza Alpine Steppe and Wetland Ecosystem Observation Station 
## 675 Xainza Alpine Steppe and Wetland Ecosystem Observation Station 
## 676 Xainza Alpine Steppe and Wetland Ecosystem Observation Station 
## 677 Xainza Alpine Steppe and Wetland Ecosystem Observation Station 
## 678 Xainza Alpine Steppe and Wetland Ecosystem Observation Station 
## 679 Xainza Alpine Steppe and Wetland Ecosystem Observation Station 
## 680 Xainza Alpine Steppe and Wetland Ecosystem Observation Station 
## 681                                         Fenglin Natural Reserve
## 682                                         Fenglin Natural Reserve
## 683                                         Fenglin Natural Reserve
## 684                                         Fenglin Natural Reserve
## 685                                         Fenglin Natural Reserve
## 686                                         Fenglin Natural Reserve
## 687                                   Tiantong National Forest park
## 688                                   Tiantong National Forest park
## 689                                   Tiantong National Forest park
## 690                                   Tiantong National Forest park
## 691                                   Tiantong National Forest park
## 692                                   Tiantong National Forest park
## 693                                   Tiantong National Forest park
## 694                                   Tiantong National Forest park
## 695                                   Tiantong National Forest park
## 696                                   Tiantong National Forest park
## 697                                   Tiantong National Forest park
## 698                                   Tiantong National Forest park
## 699                                   Tiantong National Forest park
## 700                                   Tiantong National Forest park
## 701                                   Tiantong National Forest park
## 702                                   Tiantong National Forest park
## 703                                   Tiantong National Forest park
## 704                                   Tiantong National Forest park
## 705                                   Tiantong National Forest park
## 706                                   Tiantong National Forest park
## 707                                   Tiantong National Forest park
## 708                                   Tiantong National Forest park
## 709                                   Tiantong National Forest park
## 710                                   Tiantong National Forest park
## 711                                   Tiantong National Forest park
## 712                                   Tiantong National Forest park
## 713                                   Tiantong National Forest park
## 714                                     Miyaluo Experimental Forest
## 715                                     Miyaluo Experimental Forest
## 716                                     Miyaluo Experimental Forest
## 717                                                      Abisko (2)
## 718                                                      Abisko (2)
## 719                                                      Abisko (2)
## 720                                                      Abisko (2)
## 721                                                      Abisko (2)
## 722                                                      Abisko (2)
## 723                                                      Abisko (2)
## 724                                                      Abisko (2)
## 725                                                      Abisko (2)
## 726                                                      Abisko (2)
## 727                                                      Abisko (2)
## 728                                                      Abisko (2)
## 729                                                      Abisko (2)
## 730                                                      Abisko (2)
## 731                                                      Abisko (2)
## 732                                                      Abisko (2)
## 733                                                      Abisko (2)
## 734                                                      Abisko (2)
## 735                                                      Abisko (2)
## 736                                                      Abisko (2)
## 737                                    Dinghushan Biosphere Reserve
## 738                                    Dinghushan Biosphere Reserve
## 739                                    Dinghushan Biosphere Reserve
## 740                                    Dinghushan Biosphere Reserve
## 741                                    Dinghushan Biosphere Reserve
## 742                                    Dinghushan Biosphere Reserve
## 743                                    Dinghushan Biosphere Reserve
## 744                                    Dinghushan Biosphere Reserve
## 745                                    Dinghushan Biosphere Reserve
## 746                                    Dinghushan Biosphere Reserve
## 747                                    Dinghushan Biosphere Reserve
## 748                                    Dinghushan Biosphere Reserve
## 749                                    Dinghushan Biosphere Reserve
## 750                                    Dinghushan Biosphere Reserve
## 751                                    Dinghushan Biosphere Reserve
## 752                                    Dinghushan Biosphere Reserve
## 753                                    Dinghushan Biosphere Reserve
## 754                                    Dinghushan Biosphere Reserve
## 755                                    Dinghushan Biosphere Reserve
## 756                                    Dinghushan Biosphere Reserve
## 757                                    Dinghushan Biosphere Reserve
## 758                                    Dinghushan Biosphere Reserve
## 759                                    Dinghushan Biosphere Reserve
## 760                                    Dinghushan Biosphere Reserve
## 761                                    Dinghushan Biosphere Reserve
## 762                                    Dinghushan Biosphere Reserve
## 763                                    Dinghushan Biosphere Reserve
## 764                                  Castel Volturno Nature Reserve
## 765                                  Castel Volturno Nature Reserve
## 766                                  Castel Volturno Nature Reserve
## 767                                  Castel Volturno Nature Reserve
## 768                                        Dagujia forestry station
## 769                                        Dagujia forestry station
## 770                                        Dagujia forestry station
## 771                                        Dagujia forestry station
## 772                                        Dagujia forestry station
## 773                                        Dagujia forestry station
## 774                                        Dagujia forestry station
## 775                                        Dagujia forestry station
## 776                                        Dagujia forestry station
## 777                                        Dagujia forestry station
## 778                                                   Cuesta Blanca
## 779                                                   Cuesta Blanca
## 780                                                   Cuesta Blanca
## 781                                                   Cuesta Blanca
## 782                                                   Cuesta Blanca
## 783                                                   Cuesta Blanca
## 784                                                   Cuesta Blanca
## 785                                                   Cuesta Blanca
## 786                                                   Cuesta Blanca
## 787                                                   Cuesta Blanca
## 788                                                   Cuesta Blanca
## 789                                                   Cuesta Blanca
## 790                                                   Cuesta Blanca
## 791                                                   Cuesta Blanca
## 792                                                   Cuesta Blanca
## 793                                                   Cuesta Blanca
## 794                                                   Cuesta Blanca
## 795                                                   Cuesta Blanca
## 796                                                   Cuesta Blanca
## 797                                                   Cuesta Blanca
## 798                                                   Cuesta Blanca
## 799                                                   Cuesta Blanca
## 800                                                   Cuesta Blanca
## 801                                                   Cuesta Blanca
## 802                                                   Cuesta Blanca
## 803                                                   Cuesta Blanca
## 804                                                 Hulun Buir City
## 805                                                 Hulun Buir City
## 806                                                 Hulun Buir City
## 807                                                 Hulun Buir City
## 808                                                 Hulun Buir City
## 809                                                 Hulun Buir City
## 810                                                 Hulun Buir City
## 811                                                 Hulun Buir City
## 812                                                 Hulun Buir City
## 813                                                 Hulun Buir City
## 814                                                 Hulun Buir City
## 815                                                 Hulun Buir City
## 816     Heshan National Field Research Station of Forest Ecosystems
## 817     Heshan National Field Research Station of Forest Ecosystems
## 818     Heshan National Field Research Station of Forest Ecosystems
## 819     Heshan National Field Research Station of Forest Ecosystems
## 820     Heshan National Field Research Station of Forest Ecosystems
## 821     Heshan National Field Research Station of Forest Ecosystems
## 822     Heshan National Field Research Station of Forest Ecosystems
## 823     Heshan National Field Research Station of Forest Ecosystems
## 824     Heshan National Field Research Station of Forest Ecosystems
## 825     Heshan National Field Research Station of Forest Ecosystems
## 826     Heshan National Field Research Station of Forest Ecosystems
## 827     Heshan National Field Research Station of Forest Ecosystems
## 828     Heshan National Field Research Station of Forest Ecosystems
## 829     Heshan National Field Research Station of Forest Ecosystems
## 830     Heshan National Field Research Station of Forest Ecosystems
## 831     Heshan National Field Research Station of Forest Ecosystems
## 832     Heshan National Field Research Station of Forest Ecosystems
## 833     Heshan National Field Research Station of Forest Ecosystems
## 834     Heshan National Field Research Station of Forest Ecosystems
## 835     Heshan National Field Research Station of Forest Ecosystems
## 836     Heshan National Field Research Station of Forest Ecosystems
## 837     Heshan National Field Research Station of Forest Ecosystems
## 838     Heshan National Field Research Station of Forest Ecosystems
## 839     Heshan National Field Research Station of Forest Ecosystems
## 840     Heshan National Field Research Station of Forest Ecosystems
## 841     Heshan National Field Research Station of Forest Ecosystems
## 842     Heshan National Field Research Station of Forest Ecosystems
## 843     Heshan National Field Research Station of Forest Ecosystems
## 844     Heshan National Field Research Station of Forest Ecosystems
## 845     Heshan National Field Research Station of Forest Ecosystems
## 846     Heshan National Field Research Station of Forest Ecosystems
## 847     Heshan National Field Research Station of Forest Ecosystems
## 848     Heshan National Field Research Station of Forest Ecosystems
## 849     Heshan National Field Research Station of Forest Ecosystems
## 850     Heshan National Field Research Station of Forest Ecosystems
## 851     Heshan National Field Research Station of Forest Ecosystems
## 852     Heshan National Field Research Station of Forest Ecosystems
## 853     Heshan National Field Research Station of Forest Ecosystems
## 854     Heshan National Field Research Station of Forest Ecosystems
## 855     Heshan National Field Research Station of Forest Ecosystems
## 856     Heshan National Field Research Station of Forest Ecosystems
## 857     Heshan National Field Research Station of Forest Ecosystems
## 858     Heshan National Field Research Station of Forest Ecosystems
## 859     Heshan National Field Research Station of Forest Ecosystems
## 860                                                   Duolun County
## 861                                                   Duolun County
## 862                                                   Duolun County
## 863                                                   Duolun County
## 864                                                   Duolun County
## 865                                                   Duolun County
## 866                                                   Duolun County
## 867                                                   Duolun County
##     lat_decimals long_decimals   eco_type Annual_precip precipitation_levels
## 1       42.03000     128.03000     Forest       1000.00                  low
## 2       42.03000     128.03000     Forest       1000.00                  low
## 3       42.03000     128.03000     Forest       1000.00                  low
## 4       42.03000     128.03000     Forest       1000.00                  low
## 5       42.03000     128.03000     Forest       1000.00                  low
## 6       42.03000     128.03000     Forest       1000.00                  low
## 7       42.03000     128.03000     Forest       1000.00                  low
## 8       42.03000     128.03000     Forest       1000.00                  low
## 9       42.03000     128.03000     Forest       1000.00                  low
## 10      42.03000     128.03000     Forest       1000.00                  low
## 11      42.03000     128.03000     Forest       1000.00                  low
## 12      42.03000     128.03000     Forest       1000.00                  low
## 13      42.03000     128.03000     Forest       1000.00                  low
## 14      42.03000     128.03000     Forest       1000.00                  low
## 15      42.03000     128.03000     Forest       1000.00                  low
## 16      42.03000     128.03000     Forest       1000.00                  low
## 17      42.03000     128.03000     Forest       1000.00                  low
## 18      42.03000     128.03000     Forest       1000.00                  low
## 19      42.03000     128.03000     Forest       1000.00                  low
## 20      42.03000     128.03000     Forest       1000.00                  low
## 21      42.03000     128.03000     Forest       1000.00                  low
## 22      42.03000     128.03000     Forest       1000.00                  low
## 23      42.03000     128.03000     Forest       1000.00                  low
## 24      42.03000     128.03000     Forest       1000.00                  low
## 25      41.51000     124.54000     Forest        850.00                  low
## 26      41.51000     124.54000     Forest        850.00                  low
## 27      41.51000     124.54000     Forest        850.00                  low
## 28      41.51000     124.54000     Forest        850.00                  low
## 29      41.51000     124.54000     Forest        850.00                  low
## 30      41.51000     124.54000     Forest        850.00                  low
## 31      41.51000     124.54000     Forest        850.00                  low
## 32      41.51000     124.54000     Forest        850.00                  low
## 33      41.51000     124.54000     Forest        850.00                  low
## 34      41.51000     124.54000     Forest        850.00                  low
## 35      41.51000     124.54000     Forest        850.00                  low
## 36      41.51000     124.54000     Forest        850.00                  low
## 37      41.51000     124.54000     Forest        850.00                  low
## 38      41.51000     124.54000     Forest        850.00                  low
## 39      41.51000     124.54000     Forest        850.00                  low
## 40      41.51000     124.54000     Forest        850.00                  low
## 41      41.51000     124.54000     Forest        850.00                  low
## 42      41.51000     124.54000     Forest        850.00                  low
## 43      42.24000     128.50000     Forest        800.00                  low
## 44      42.24000     128.50000     Forest        800.00                  low
## 45      42.24000     128.50000     Forest        800.00                  low
## 46      42.24000     128.50000     Forest        800.00                  low
## 47      42.24000     128.50000     Forest        800.00                  low
## 48      42.24000     128.50000     Forest        800.00                  low
## 49      42.24000     128.50000     Forest        800.00                  low
## 50      42.24000     128.50000     Forest        800.00                  low
## 51      42.24000     128.50000     Forest        800.00                  low
## 52      42.24000     128.50000     Forest        800.00                  low
## 53      42.24000     128.50000     Forest        800.00                  low
## 54      42.24000     128.50000     Forest        800.00                  low
## 55      42.24000     128.50000     Forest        800.00                  low
## 56      42.24000     128.50000     Forest        800.00                  low
## 57      42.24000     128.50000     Forest        800.00                  low
## 58      42.24000     128.50000     Forest        800.00                  low
## 59      35.03000     -83.25000     Forest       1936.00               medium
## 60      35.03000     -83.25000     Forest       1936.00               medium
## 61       5.18000     -52.53000     Forest       3041.00                 high
## 62       5.18000     -52.53000     Forest       3041.00                 high
## 63       5.18000     -52.53000     Forest       3041.00                 high
## 64       5.18000     -52.53000     Forest       3041.00                 high
## 65       5.18000     -52.53000     Forest       3041.00                 high
## 66       5.18000     -52.53000     Forest       3041.00                 high
## 67       5.18000     -52.53000     Forest       3041.00                 high
## 68       5.18000     -52.53000     Forest       3041.00                 high
## 69       5.18000     -52.53000     Forest       3041.00                 high
## 70       5.18000     -52.53000     Forest       3041.00                 high
## 71       5.18000     -52.53000     Forest       3041.00                 high
## 72       5.18000     -52.53000     Forest       3041.00                 high
## 73       5.18000     -52.53000     Forest       3041.00                 high
## 74       5.18000     -52.53000     Forest       3041.00                 high
## 75       5.18000     -52.53000     Forest       3041.00                 high
## 76       5.18000     -52.53000     Forest       3041.00                 high
## 77       5.18000     -52.53000     Forest       3041.00                 high
## 78       5.18000     -52.53000     Forest       3041.00                 high
## 79       5.18000     -52.53000     Forest       3041.00                 high
## 80       5.18000     -52.53000     Forest       3041.00                 high
## 81       5.18000     -52.53000     Forest       3041.00                 high
## 82       5.18000     -52.53000     Forest       3041.00                 high
## 83       5.18000     -52.53000     Forest       3041.00                 high
## 84       5.18000     -52.53000     Forest       3041.00                 high
## 85       5.18000     -52.53000     Forest       3041.00                 high
## 86       5.18000     -52.53000     Forest       3041.00                 high
## 87       5.18000     -52.53000     Forest       3041.00                 high
## 88       5.18000     -52.53000     Forest       3041.00                 high
## 89      -3.58000     -79.50000     Forest       2031.00                 high
## 90      -3.58000     -79.50000     Forest       2031.00                 high
## 91      -3.58000     -79.50000     Forest       2031.00                 high
## 92      50.00100       4.24000     Forest       1000.00                  low
## 93      50.00100       4.24000     Forest       1000.00                  low
## 94      50.00100       4.24000     Forest       1000.00                  low
## 95      50.00100       4.24000     Forest       1000.00                  low
## 96      50.00100       4.24000     Forest       1000.00                  low
## 97      50.00100       4.24000     Forest       1000.00                  low
## 98      42.03000     128.30000     Forest       1000.00                  low
## 99      42.03000     128.30000     Forest       1000.00                  low
## 100     42.03000     128.30000     Forest       1000.00                  low
## 101     42.03000     128.30000     Forest       1000.00                  low
## 102     42.03000     128.30000     Forest       1000.00                  low
## 103     42.03000     128.30000     Forest       1000.00                  low
## 104     42.03000     128.30000     Forest       1000.00                  low
## 105     42.03000     128.30000     Forest       1000.00                  low
## 106     42.03000     128.30000     Forest       1000.00                  low
## 107     42.03000     128.30000     Forest       1000.00                  low
## 108     42.03000     128.30000     Forest       1000.00                  low
## 109     42.03000     128.30000     Forest       1000.00                  low
## 110     42.03000     128.30000     Forest       1000.00                  low
## 111     42.03000     128.30000     Forest       1000.00                  low
## 112     42.03000     128.30000     Forest       1000.00                  low
## 113     42.03000     128.30000     Forest       1000.00                  low
## 114     42.03000     128.30000     Forest       1000.00                  low
## 115     42.03000     128.30000     Forest       1000.00                  low
## 116     42.03000     128.30000     Forest       1000.00                  low
## 117     42.03000     128.30000     Forest       1000.00                  low
## 118     42.03000     128.30000     Forest       1000.00                  low
## 119     42.03000     128.30000     Forest       1000.00                  low
## 120     42.03000     128.30000     Forest       1000.00                  low
## 121     42.03000     128.30000     Forest       1000.00                  low
## 122     42.03000     117.84600  Shrubland        582.00                  low
## 123     38.54400     117.84600  Shrubland        582.00                  low
## 124     38.54400     117.84600  Shrubland        582.00                  low
## 125     38.54400     117.84600  Shrubland        582.00                  low
## 126     38.54400     117.84600  Shrubland        582.00                  low
## 127     38.54400     117.84600  Shrubland        582.00                  low
## 128     38.54400     117.84600  Shrubland        582.00                  low
## 129     38.54400     117.84600  Shrubland        582.00                  low
## 130     38.54400     117.84600  Shrubland        582.00                  low
## 131     38.54400     117.84600  Shrubland        582.00                  low
## 132     38.54400     117.84600  Shrubland        582.00                  low
## 133     38.54400     117.84600  Shrubland        582.00                  low
## 134     38.54400     117.84600  Shrubland        582.00                  low
## 135     38.54400     117.84600  Shrubland        582.00                  low
## 136     38.54400     117.84600  Shrubland        582.00                  low
## 137     35.75960     -79.01930  Shrubland       1156.00               medium
## 138     35.75960     -79.01930  Shrubland       1156.00               medium
## 139     35.75960     -79.01930  Shrubland       1156.00               medium
## 140     31.02000     113.03000 Plantation       1094.80               medium
## 141     31.02000     113.03000 Plantation       1094.80               medium
## 142     31.02000     113.03000 Plantation       1094.80               medium
## 143     31.02000     113.03000 Plantation       1094.80               medium
## 144     31.02000     113.03000 Plantation       1094.80               medium
## 145     31.02000     113.03000 Plantation       1094.80               medium
## 146     31.02000     113.03000 Plantation       1094.80               medium
## 147     31.02000     113.03000 Plantation       1094.80               medium
## 148     31.02000     113.03000 Plantation       1094.80               medium
## 149     31.02000     113.03000 Plantation       1094.80               medium
## 150     31.02000     113.03000 Plantation       1094.80               medium
## 151     31.02000     113.03000 Plantation       1094.80               medium
## 152     68.21000      18.49000  Shrubland        334.00                  low
## 153     68.21000      18.49000  Shrubland        334.00                  low
## 154     68.21000      18.49000  Shrubland        334.00                  low
## 155     68.21000      18.49000  Shrubland        334.00                  low
## 156     68.21000      18.49000  Shrubland        334.00                  low
## 157     68.21000      18.49000  Shrubland        334.00                  low
## 158     68.21000      18.49000  Shrubland        334.00                  low
## 159     68.21000      18.49000  Shrubland        334.00                  low
## 160     68.21000      18.49000  Shrubland        334.00                  low
## 161     68.21000      18.49000  Shrubland        334.00                  low
## 162     68.21000      18.49000  Shrubland        334.00                  low
## 163     68.21000      18.49000  Shrubland        334.00                  low
## 164     68.21000      18.49000  Shrubland        334.00                  low
## 165     68.21000      18.49000  Shrubland        334.00                  low
## 166     68.21000      18.49000  Shrubland        334.00                  low
## 167     68.21000      18.49000  Shrubland        334.00                  low
## 168     68.21000      18.49000  Shrubland        334.00                  low
## 169     68.21000      18.49000  Shrubland        334.00                  low
## 170     68.21000      18.49000  Shrubland        334.00                  low
## 171     68.21000      18.49000  Shrubland        334.00                  low
## 172     68.21000      18.49000  Shrubland        334.00                  low
## 173     68.21000      18.49000  Shrubland        334.00                  low
## 174     68.21000      18.49000  Shrubland        334.00                  low
## 175     68.21000      18.49000  Shrubland        334.00                  low
## 176     30.10000     118.10000     Forest       1670.00               medium
## 177     30.10000     118.10000     Forest       1670.00               medium
## 178     30.10000     118.10000     Forest       1670.00               medium
## 179     30.10000     118.10000     Forest       1670.00               medium
## 180     30.10000     118.10000     Forest       1670.00               medium
## 181     30.10000     118.10000     Forest       1670.00               medium
## 182     30.10000     118.10000     Forest       1670.00               medium
## 183     30.10000     118.10000     Forest       1670.00               medium
## 184     11.30000      -3.23000  Shrubland       1150.00               medium
## 185     11.30000      -3.23000  Shrubland       1150.00               medium
## 186     11.30000      -3.23000  Shrubland       1150.00               medium
## 187     11.30000      -3.23000  Shrubland       1150.00               medium
## 188     11.30000      -3.23000  Shrubland       1150.00               medium
## 189     11.30000      -3.23000  Shrubland       1150.00               medium
## 190    -40.80000     -71.30000  Shrubland       2300.00                 high
## 191    -40.80000     -71.30000  Shrubland       2300.00                 high
## 192    -40.80000     -71.30000  Shrubland       2300.00                 high
## 193    -40.80000     -71.30000  Shrubland       2300.00                 high
## 194     27.09000     110.08000 Plantation       1300.00               medium
## 195     27.09000     110.08000 Plantation       1300.00               medium
## 196     27.09000     110.08000 Plantation       1300.00               medium
## 197     27.09000     110.08000 Plantation       1300.00               medium
## 198     27.09000     110.08000 Plantation       1300.00               medium
## 199     27.09000     110.08000 Plantation       1300.00               medium
## 200     53.40000    -135.39000     Forest        495.00                  low
## 201     53.40000    -135.39000     Forest        495.00                  low
## 202     53.40000    -135.39000     Forest        495.00                  low
## 203     53.40000    -135.39000     Forest        495.00                  low
## 204     53.40000    -135.39000     Forest        495.00                  low
## 205     53.40000    -135.39000     Forest        495.00                  low
## 206     53.40000    -135.39000     Forest        495.00                  low
## 207     53.40000    -135.39000     Forest        495.00                  low
## 208     53.40000    -135.39000     Forest        495.00                  low
## 209     53.40000    -135.39000     Forest        495.00                  low
## 210     49.26000       1.37000     Forest        800.00                  low
## 211     49.26000       1.37000     Forest        800.00                  low
## 212     49.26000       1.37000     Forest        800.00                  low
## 213     49.26000       1.37000     Forest        800.00                  low
## 214     49.26000       1.37000     Forest        800.00                  low
## 215     49.26000       1.37000     Forest        800.00                  low
## 216     30.43210     -89.01790  Grassland       1604.00               medium
## 217     30.43210     -89.01790  Grassland       1604.00               medium
## 218     30.43210     -89.01790  Grassland       1604.00               medium
## 219     30.43210     -89.01790  Grassland       1604.00               medium
## 220     30.43210     -89.01790  Grassland       1604.00               medium
## 221     30.43210     -89.01790  Grassland       1604.00               medium
## 222    -40.80000     -71.30000     Forest       2300.00                 high
## 223    -40.80000     -71.30000     Forest       2300.00                 high
## 224    -40.80000     -71.30000     Forest       2300.00                 high
## 225    -40.80000     -71.30000     Forest       2300.00                 high
## 226     29.37000     103.36000 Plantation       1137.00               medium
## 227     29.37000     103.36000 Plantation       1137.00               medium
## 228     29.37000     103.36000 Plantation       1137.00               medium
## 229     29.37000     103.36000 Plantation       1137.00               medium
## 230     29.37000     103.36000 Plantation       1137.00               medium
## 231     29.37000     103.36000 Plantation       1137.00               medium
## 232     29.37000     103.36000 Plantation       1137.00               medium
## 233     29.37000     103.36000 Plantation       1137.00               medium
## 234     29.37000     103.36000 Plantation       1137.00               medium
## 235     29.37000     103.36000 Plantation       1137.00               medium
## 236     29.37000     103.36000 Plantation       1137.00               medium
## 237     29.37000     103.36000 Plantation       1137.00               medium
## 238     29.37000     103.36000 Plantation       1137.00               medium
## 239     29.37000     103.36000 Plantation       1137.00               medium
## 240     29.37000     103.36000 Plantation       1137.00               medium
## 241     29.37000     103.36000 Plantation       1137.00               medium
## 242     29.37000     103.36000 Plantation       1137.00               medium
## 243     29.37000     103.36000 Plantation       1137.00               medium
## 244     29.37000     103.36000 Plantation       1137.00               medium
## 245     29.37000     103.36000 Plantation       1137.00               medium
## 246     29.37000     103.36000 Plantation       1137.00               medium
## 247     29.37000     103.36000 Plantation       1137.00               medium
## 248     29.37000     103.36000 Plantation       1137.00               medium
## 249     29.37000     103.36000 Plantation       1137.00               medium
## 250     29.37000     103.36000 Plantation       1137.00               medium
## 251     29.37000     103.36000 Plantation       1137.00               medium
## 252     29.37000     103.36000 Plantation       1137.00               medium
## 253     29.37000     103.36000 Plantation       1137.00               medium
## 254     29.37000     103.36000 Plantation       1137.00               medium
## 255     29.37000     103.36000 Plantation       1137.00               medium
## 256     29.37000     103.36000 Plantation       1137.00               medium
## 257     29.37000     103.36000 Plantation       1137.00               medium
## 258     29.37000     103.36000 Plantation       1137.00               medium
## 259     -2.15000      29.30000     Forest       2150.00                 high
## 260     -2.15000      29.30000     Forest       2150.00                 high
## 261     -2.15000      29.30000     Forest       2150.00                 high
## 262     -2.15000      29.30000     Forest       2150.00                 high
## 263     -2.15000      29.30000     Forest       2150.00                 high
## 264     38.19260     127.16450 Plantation       1371.00               medium
## 265     38.19260     127.16450 Plantation       1371.00               medium
## 266     38.19260     127.16450 Plantation       1371.00               medium
## 267     38.19260     127.16450 Plantation       1371.00               medium
## 268     38.19260     127.16450 Plantation       1371.00               medium
## 269     38.19260     127.16450 Plantation       1371.00               medium
## 270     38.19260     127.16450 Plantation       1371.00               medium
## 271     38.19260     127.16450 Plantation       1371.00               medium
## 272     38.19260     127.16450 Plantation       1371.00               medium
## 273     38.19260     127.16450 Plantation       1371.00               medium
## 274     38.19260     127.16450 Plantation       1371.00               medium
## 275     38.19260     127.16450 Plantation       1371.00               medium
## 276     38.19260     127.16450 Plantation       1371.00               medium
## 277     38.19260     127.16450 Plantation       1371.00               medium
## 278     38.19260     127.16450 Plantation       1371.00               medium
## 279     38.19260     127.16450 Plantation       1371.00               medium
## 280     38.19260     127.16450 Plantation       1371.00               medium
## 281     38.19260     127.16450 Plantation       1371.00               medium
## 282     38.19260     127.16450 Plantation       1371.00               medium
## 283     38.19260     127.16450 Plantation       1371.00               medium
## 284     38.19260     127.16450 Plantation       1371.00               medium
## 285     38.19260     127.16450 Plantation       1371.00               medium
## 286     38.19260     127.16450 Plantation       1371.00               medium
## 287     38.19260     127.16450 Plantation       1371.00               medium
## 288     38.19260     127.16450 Plantation       1371.00               medium
## 289     38.19260     127.16450 Plantation       1371.00               medium
## 290     38.19260     127.16450 Plantation       1371.00               medium
## 291     38.19260     127.16450 Plantation       1371.00               medium
## 292     38.19260     127.16450 Plantation       1371.00               medium
## 293     38.19260     127.16450 Plantation       1371.00               medium
## 294     38.19260     127.16450 Plantation       1371.00               medium
## 295     38.19260     127.16450 Plantation       1371.00               medium
## 296     38.19260     127.16450 Plantation       1371.00               medium
## 297     38.19260     127.16450 Plantation       1371.00               medium
## 298     38.19260     127.16450 Plantation       1371.00               medium
## 299     38.19260     127.16450 Plantation       1371.00               medium
## 300     23.10000     112.10000     Forest       1927.00               medium
## 301     23.10000     112.10000     Forest       1927.00               medium
## 302     23.10000     112.10000     Forest       1927.00               medium
## 303     23.10000     112.10000     Forest       1927.00               medium
## 304     23.10000     112.10000     Forest       1927.00               medium
## 305     23.10000     112.10000     Forest       1927.00               medium
## 306     23.10000     112.10000     Forest       1927.00               medium
## 307     42.37470       1.11150  Grassland       1052.00               medium
## 308     42.37470       1.11150  Grassland       1052.00               medium
## 309     42.37470       1.11150  Grassland       1052.00               medium
## 310     42.37470       1.11150  Grassland       1052.00               medium
## 311     42.37470       1.11150  Grassland       1052.00               medium
## 312     42.37470       1.11150  Grassland       1052.00               medium
## 313     41.21000     118.37000     Forest        550.00                  low
## 314     41.21000     118.37000     Forest        550.00                  low
## 315     41.21000     118.37000     Forest        550.00                  low
## 316     41.21000     118.37000     Forest        550.00                  low
## 317     41.21000     118.37000     Forest        550.00                  low
## 318     41.21000     118.37000     Forest        550.00                  low
## 319     41.21000     118.37000     Forest        550.00                  low
## 320     41.21000     118.37000     Forest        550.00                  low
## 321     43.56115       5.42642     Forest        839.05                  low
## 322     43.56115       5.42642     Forest        839.05                  low
## 323     43.56115       5.42642     Forest        839.05                  low
## 324     43.56115       5.42642     Forest        839.05                  low
## 325     43.56115       5.42642     Forest        839.05                  low
## 326     43.56115       5.42642     Forest        839.05                  low
## 327     43.56115       5.42642     Forest        839.05                  low
## 328     43.56115       5.42642     Forest        839.05                  low
## 329     43.56115       5.42642     Forest        839.05                  low
## 330     43.56115       5.42642     Forest        839.05                  low
## 331     43.56115       5.42642     Forest        839.05                  low
## 332     43.56115       5.42642     Forest        839.05                  low
## 333     43.56115       5.42642     Forest        551.68                  low
## 334     43.56115       5.42642     Forest        551.68                  low
## 335     43.56115       5.42642     Forest        551.68                  low
## 336     43.56115       5.42642     Forest        551.68                  low
## 337     43.56115       5.42642     Forest        551.68                  low
## 338     43.56115       5.42642     Forest        551.68                  low
## 339     43.56115       5.42642     Forest        551.68                  low
## 340     43.56115       5.42642     Forest        551.68                  low
## 341     43.56115       5.42642     Forest        551.68                  low
## 342     43.56115       5.42642     Forest        551.68                  low
## 343     31.11000     111.18000 Plantation       1025.00               medium
## 344     31.11000     111.18000 Plantation       1025.00               medium
## 345     31.11000     111.18000 Plantation       1025.00               medium
## 346     31.11000     111.18000 Plantation       1025.00               medium
## 347      7.27000      80.48000  Grassland       3598.00                 high
## 348      7.27000      80.48000  Grassland       3598.00                 high
## 349     42.58000     122.21000     Forest        450.00                  low
## 350     42.58000     122.21000     Forest        450.00                  low
## 351     42.58000     122.21000     Forest        450.00                  low
## 352     42.58000     122.21000     Forest        450.00                  low
## 353     42.58000     122.21000  Grassland        450.00                  low
## 354     42.58000     122.21000  Grassland        450.00                  low
## 355     42.58000     122.21000     Forest        450.00                  low
## 356     42.58000     122.21000     Forest        450.00                  low
## 357     42.58000     122.21000     Forest        450.00                  low
## 358     42.58000     122.21000     Forest        450.00                  low
## 359     42.58000     122.21000  Grassland        450.00                  low
## 360     42.58000     122.21000  Grassland        450.00                  low
## 361     47.12500      11.29000  Grassland       1097.00               medium
## 362     47.12500      11.29000  Grassland       1097.00               medium
## 363     47.12500      11.29000  Grassland       1097.00               medium
## 364     47.12500      11.29000  Grassland       1097.00               medium
## 365     47.12500      11.29000  Grassland       1097.00               medium
## 366     47.12500      11.29000  Grassland       1097.00               medium
## 367     47.12500      11.29000  Grassland       1097.00               medium
## 368     47.12500      11.29000  Grassland       1097.00               medium
## 369     47.12500      11.29000  Grassland       1097.00               medium
## 370     47.12500      11.29000  Grassland       1097.00               medium
## 371     47.12500      11.29000  Grassland       1097.00               medium
## 372     47.12500      11.29000  Grassland       1097.00               medium
## 373     45.25000     -93.10000     Forest        757.00                  low
## 374     45.25000     -93.10000     Forest        757.00                  low
## 375     45.25000     -93.10000     Forest        757.00                  low
## 376     45.25000     -93.10000     Forest        757.00                  low
## 377     45.25000     -93.10000     Forest        757.00                  low
## 378     45.25000     -93.10000     Forest        757.00                  low
## 379     45.25000     -93.10000     Forest        757.00                  low
## 380     45.25000     -93.10000     Forest        757.00                  low
## 381     45.25000     -93.10000     Forest        757.00                  low
## 382     45.25000     -93.10000     Forest        757.00                  low
## 383     45.25000     -93.10000     Forest        757.00                  low
## 384     45.25000     -93.10000     Forest        757.00                  low
## 385     45.25000     -93.10000     Forest        757.00                  low
## 386     45.25000     -93.10000     Forest        757.00                  low
## 387     45.25000     -93.10000     Forest        757.00                  low
## 388     45.25000     -93.10000     Forest        757.00                  low
## 389     45.25000     -93.10000     Forest        757.00                  low
## 390     45.25000     -93.10000     Forest        757.00                  low
## 391     45.25000     -93.10000     Forest        757.00                  low
## 392     45.25000     -93.10000     Forest        757.00                  low
## 393     45.25000     -93.10000     Forest        757.00                  low
## 394     45.25000     -93.10000     Forest        757.00                  low
## 395     45.25000     -93.10000     Forest        757.00                  low
## 396     45.25000     -93.10000     Forest        757.00                  low
## 397     45.25000     -93.10000     Forest        757.00                  low
## 398     45.25000     -93.10000     Forest        757.00                  low
## 399     45.25000     -93.10000     Forest        757.00                  low
## 400     45.25000     -93.10000     Forest        757.00                  low
## 401     45.25000     -93.10000     Forest        757.00                  low
## 402     45.25000     -93.10000     Forest        757.00                  low
## 403     45.25000     -93.10000     Forest        757.00                  low
## 404     45.25000     -93.10000     Forest        757.00                  low
## 405     45.25000     -93.10000     Forest        757.00                  low
## 406     45.25000     -93.10000     Forest        757.00                  low
## 407     45.25000     -93.10000     Forest        757.00                  low
## 408     45.25000     -93.10000     Forest        757.00                  low
## 409     45.25000     -93.10000     Forest        757.00                  low
## 410     45.25000     -93.10000     Forest        757.00                  low
## 411     45.25000     -93.10000     Forest        757.00                  low
## 412     45.25000     -93.10000     Forest        757.00                  low
## 413     45.25000     -93.10000     Forest        757.00                  low
## 414     45.25000     -93.10000     Forest        757.00                  low
## 415     45.25000     -93.10000     Forest        757.00                  low
## 416     45.25000     -93.10000     Forest        757.00                  low
## 417     45.25000     -93.10000     Forest        757.00                  low
## 418     45.25000     -93.10000     Forest        757.00                  low
## 419     45.25000     -93.10000     Forest        757.00                  low
## 420     45.25000     -93.10000     Forest        757.00                  low
## 421     45.25000     -93.10000     Forest        757.00                  low
## 422     45.25000     -93.10000     Forest        757.00                  low
## 423     45.25000     -93.10000     Forest        757.00                  low
## 424     45.25000     -93.10000     Forest        757.00                  low
## 425     45.25000     -93.10000     Forest        757.00                  low
## 426     45.25000     -93.10000     Forest        757.00                  low
## 427     45.25000     -93.10000     Forest        757.00                  low
## 428     45.25000     -93.10000     Forest        757.00                  low
## 429     45.25000     -93.10000     Forest        757.00                  low
## 430     45.25000     -93.10000     Forest        757.00                  low
## 431     45.25000     -93.10000     Forest        757.00                  low
## 432     45.25000     -93.10000     Forest        757.00                  low
## 433     45.25000     -93.10000     Forest        757.00                  low
## 434     45.25000     -93.10000     Forest        757.00                  low
## 435     45.25000     -93.10000     Forest        757.00                  low
## 436     45.25000     -93.10000     Forest        757.00                  low
## 437     45.25000     -93.10000     Forest        757.00                  low
## 438     45.25000     -93.10000     Forest        757.00                  low
## 439     45.25000     -93.10000     Forest        757.00                  low
## 440     45.25000     -93.10000     Forest        757.00                  low
## 441     45.25000     -93.10000     Forest        757.00                  low
## 442     45.25000     -93.10000     Forest        757.00                  low
## 443     45.25000     -93.10000     Forest        757.00                  low
## 444     45.25000     -93.10000     Forest        757.00                  low
## 445     45.25000     -93.10000     Forest        757.00                  low
## 446     45.25000     -93.10000     Forest        757.00                  low
## 447     45.25000     -93.10000     Forest        757.00                  low
## 448     45.25000     -93.10000     Forest        757.00                  low
## 449     45.25000     -93.10000     Forest        757.00                  low
## 450     45.25000     -93.10000     Forest        757.00                  low
## 451     45.25000     -93.10000     Forest        757.00                  low
## 452     45.25000     -93.10000     Forest        757.00                  low
## 453     45.25000     -93.10000     Forest        757.00                  low
## 454     45.25000     -93.10000     Forest        757.00                  low
## 455     45.25000     -93.10000     Forest        757.00                  low
## 456     45.25000     -93.10000     Forest        757.00                  low
## 457     45.25000     -93.10000     Forest        757.00                  low
## 458     45.25000     -93.10000     Forest        757.00                  low
## 459     45.25000     -93.10000     Forest        757.00                  low
## 460     45.25000     -93.10000     Forest        757.00                  low
## 461     45.25000     -93.10000     Forest        757.00                  low
## 462     45.25000     -93.10000     Forest        757.00                  low
## 463     45.25000     -93.10000     Forest        757.00                  low
## 464     45.25000     -93.10000     Forest        757.00                  low
## 465     45.25000     -93.10000     Forest        757.00                  low
## 466     45.25000     -93.10000     Forest        757.00                  low
## 467     45.25000     -93.10000     Forest        757.00                  low
## 468     45.25000     -93.10000     Forest        757.00                  low
## 469     45.25000     -93.10000     Forest        757.00                  low
## 470     45.25000     -93.10000     Forest        757.00                  low
## 471     45.25000     -93.10000     Forest        757.00                  low
## 472     45.25000     -93.10000     Forest        757.00                  low
## 473     45.25000     -93.10000     Forest        757.00                  low
## 474     45.25000     -93.10000     Forest        757.00                  low
## 475     45.25000     -93.10000     Forest        757.00                  low
## 476     45.25000     -93.10000     Forest        757.00                  low
## 477     45.25000     -93.10000     Forest        757.00                  low
## 478     45.25000     -93.10000     Forest        757.00                  low
## 479     45.25000     -93.10000     Forest        757.00                  low
## 480     45.25000     -93.10000     Forest        757.00                  low
## 481     45.25000     -93.10000     Forest        757.00                  low
## 482     45.25000     -93.10000     Forest        757.00                  low
## 483     45.25000     -93.10000     Forest        757.00                  low
## 484     45.25000     -93.10000     Forest        757.00                  low
## 485     45.25000     -93.10000     Forest        757.00                  low
## 486     45.25000     -93.10000     Forest        757.00                  low
## 487     45.25000     -93.10000     Forest        757.00                  low
## 488     45.25000     -93.10000     Forest        757.00                  low
## 489     45.25000     -93.10000     Forest        757.00                  low
## 490     45.25000     -93.10000     Forest        757.00                  low
## 491     45.25000     -93.10000     Forest        757.00                  low
## 492     45.25000     -93.10000     Forest        757.00                  low
## 493     45.25000     -93.10000     Forest        757.00                  low
## 494     45.25000     -93.10000     Forest        757.00                  low
## 495     45.25000     -93.10000     Forest        757.00                  low
## 496     45.25000     -93.10000     Forest        757.00                  low
## 497     45.25000     -93.10000     Forest        757.00                  low
## 498     45.25000     -93.10000     Forest        757.00                  low
## 499     45.25000     -93.10000     Forest        757.00                  low
## 500     45.25000     -93.10000     Forest        757.00                  low
## 501     45.25000     -93.10000     Forest        757.00                  low
## 502     45.25000     -93.10000     Forest        757.00                  low
## 503     45.25000     -93.10000     Forest        757.00                  low
## 504     45.25000     -93.10000     Forest        757.00                  low
## 505     45.25000     -93.10000     Forest        757.00                  low
## 506     45.25000     -93.10000     Forest        757.00                  low
## 507     45.25000     -93.10000     Forest        757.00                  low
## 508     45.25000     -93.10000     Forest        757.00                  low
## 509     45.25000     -93.10000     Forest        757.00                  low
## 510     45.25000     -93.10000     Forest        757.00                  low
## 511     45.25000     -93.10000     Forest        757.00                  low
## 512     45.25000     -93.10000     Forest        757.00                  low
## 513     45.25000     -93.10000     Forest        757.00                  low
## 514     45.25000     -93.10000     Forest        757.00                  low
## 515     66.09000      17.55000     Forest        572.00                  low
## 516     66.09000      17.55000     Forest        572.00                  low
## 517     66.09000      17.55000     Forest        572.00                  low
## 518     66.09000      17.55000     Forest        572.00                  low
## 519     66.09000      17.55000     Forest        572.00                  low
## 520     66.09000      17.55000     Forest        572.00                  low
## 521     66.09000      17.55000     Forest        572.00                  low
## 522     66.09000      17.55000     Forest        572.00                  low
## 523     66.09000      17.55000     Forest        572.00                  low
## 524     66.09000      17.55000     Forest        572.00                  low
## 525     66.09000      17.55000     Forest        572.00                  low
## 526     66.09000      17.55000     Forest        572.00                  low
## 527     66.09000      17.55000     Forest        572.00                  low
## 528     66.09000      17.55000     Forest        572.00                  low
## 529     66.09000      17.55000     Forest        572.00                  low
## 530     66.09000      17.55000     Forest        572.00                  low
## 531     66.09000      17.55000     Forest        572.00                  low
## 532     66.09000      17.55000     Forest        572.00                  low
## 533     66.09000      17.55000     Forest        572.00                  low
## 534     66.09000      17.55000     Forest        572.00                  low
## 535     66.09000      17.55000     Forest        572.00                  low
## 536     66.09000      17.55000     Forest        572.00                  low
## 537     66.09000      17.55000     Forest        572.00                  low
## 538     66.09000      17.55000     Forest        572.00                  low
## 539     48.05500      15.39460     Forest       1043.00               medium
## 540     48.05500      15.39460     Forest       1043.00               medium
## 541     48.05500      15.39540     Forest       1043.00               medium
## 542     48.05500      13.18360     Forest       1043.00               medium
## 543     48.05500      15.39460     Forest        850.00                  low
## 544     48.05500      15.39460     Forest        850.00                  low
## 545     48.05500      15.39460     Forest        850.00                  low
## 546     48.05500      15.39490     Forest        850.00                  low
## 547     48.05500      15.39490     Forest        850.00                  low
## 548     48.05500      15.39490     Forest        850.00                  low
## 549     48.05500      15.39540     Forest        850.00                  low
## 550     48.05500      15.39540     Forest        850.00                  low
## 551     48.05500      15.39540     Forest        850.00                  low
## 552     48.05270      13.18360     Forest       1180.00               medium
## 553     48.05270      13.18360     Forest       1180.00               medium
## 554     48.05270      13.18360     Forest       1180.00               medium
## 555     48.05270      13.18360     Forest       1180.00               medium
## 556     48.05270      13.18360     Forest       1180.00               medium
## 557     48.05270      13.18360     Forest       1180.00               medium
## 558     48.05270      13.18360     Forest       1180.00               medium
## 559     48.05270      13.18360     Forest       1180.00               medium
## 560     48.05270      13.18360     Forest       1180.00               medium
## 561     48.05500      15.39460     Forest        850.00                  low
## 562     48.05500      15.39460     Forest        850.00                  low
## 563     48.05500      15.39460     Forest        850.00                  low
## 564     48.05500      15.39490     Forest        850.00                  low
## 565     48.05500      15.39490     Forest        850.00                  low
## 566     48.05500      15.39490     Forest        850.00                  low
## 567     48.05500      15.39540     Forest        850.00                  low
## 568     48.05500      15.39540     Forest        850.00                  low
## 569     48.05500      15.39540     Forest        850.00                  low
## 570     48.05270      13.18360     Forest       1180.00               medium
## 571     48.05270      13.18360     Forest       1180.00               medium
## 572     48.05270      13.18360     Forest       1180.00               medium
## 573     48.05270      13.18360     Forest       1180.00               medium
## 574     48.05270      13.18360     Forest       1180.00               medium
## 575     48.05270      13.18360     Forest       1180.00               medium
## 576     48.05270      13.18360     Forest       1180.00               medium
## 577     48.05270      13.18360     Forest       1180.00               medium
## 578     48.05270      13.18360     Forest       1180.00               medium
## 579     42.58000     122.21000     Forest        450.00                  low
## 580     42.58000     122.21000     Forest        450.00                  low
## 581      7.44000     -64.42000     Forest       1333.00               medium
## 582      7.44000     -64.42000     Forest       1333.00               medium
## 583      7.44000     -64.42000     Forest       1333.00               medium
## 584      7.44000     -64.42000     Forest       1333.00               medium
## 585      7.44000     -64.42000     Forest       1333.00               medium
## 586     51.90000       3.70000 Plantation        579.00                  low
## 587     51.90000       3.70000 Plantation        579.00                  low
## 588     51.90000       3.70000 Plantation        579.00                  low
## 589     51.90000       3.70000 Plantation        579.00                  low
## 590     51.90000       3.70000 Plantation        579.00                  low
## 591     51.90000       3.70000 Plantation        579.00                  low
## 592     51.90000       3.70000 Plantation        579.00                  low
## 593     51.90000       3.70000 Plantation        579.00                  low
## 594     51.90000       3.70000 Plantation        579.00                  low
## 595     51.90000       3.70000 Plantation        579.00                  low
## 596     51.90000       3.70000 Plantation        579.00                  low
## 597     51.90000       3.70000 Plantation        579.00                  low
## 598     51.90000       3.70000 Plantation        579.00                  low
## 599     51.90000       3.70000 Plantation        579.00                  low
## 600     51.90000       3.70000 Plantation        579.00                  low
## 601     22.05000     106.86000 Plantation       1300.00               medium
## 602    -25.25000     -48.68000     Forest       2580.00                 high
## 603    -25.25000     -48.68000     Forest       2580.00                 high
## 604    -25.25000     -48.68000     Forest       2580.00                 high
## 605    -25.25000     -48.68000     Forest       2580.00                 high
## 606    -25.25000     -48.68000     Forest       2580.00                 high
## 607    -25.25000     -48.68000     Forest       2580.00                 high
## 608    -25.25000     -48.68000     Forest       2580.00                 high
## 609    -25.25000     -48.68000     Forest       2580.00                 high
## 610    -25.25000     -48.68000     Forest       2580.00                 high
## 611    -25.25000     -48.68000     Forest       2580.00                 high
## 612    -25.25000     -48.68000     Forest       2580.00                 high
## 613    -25.25000     -48.68000     Forest       2580.00                 high
## 614    -25.25000     -48.68000     Forest       2580.00                 high
## 615    -25.25000     -48.68000     Forest       2580.00                 high
## 616    -25.25000     -48.68000     Forest       2580.00                 high
## 617    -25.25000     -48.68000     Forest       2580.00                 high
## 618    -25.25000     -48.68000     Forest       2580.00                 high
## 619    -25.25000     -48.68000     Forest       2580.00                 high
## 620    -25.25000     -48.68000     Forest       2580.00                 high
## 621    -25.25000     -48.68000     Forest       2580.00                 high
## 622    -25.25000     -48.68000     Forest       2580.00                 high
## 623    -25.25000     -48.68000     Forest       2580.00                 high
## 624    -25.25000     -48.68000     Forest       2580.00                 high
## 625    -25.25000     -48.68000     Forest       2580.00                 high
## 626    -25.25000     -48.68000     Forest       2580.00                 high
## 627    -25.25000     -48.68000     Forest       2580.00                 high
## 628    -25.25000     -48.68000     Forest       2580.00                 high
## 629    -25.25000     -48.68000     Forest       2580.00                 high
## 630    -25.25000     -48.68000     Forest       2580.00                 high
## 631    -25.25000     -48.68000     Forest       2580.00                 high
## 632    -25.25000     -48.68000     Forest       2580.00                 high
## 633    -25.25000     -48.68000     Forest       2580.00                 high
## 634    -25.25000     -48.68000     Forest       2580.00                 high
## 635    -25.25000     -48.68000     Forest       2580.00                 high
## 636    -25.25000     -48.68000     Forest       2580.00                 high
## 637    -25.25000     -48.68000     Forest       2580.00                 high
## 638    -25.25000     -48.68000     Forest       2580.00                 high
## 639    -25.25000     -48.68000     Forest       2580.00                 high
## 640    -25.25000     -48.68000     Forest       2580.00                 high
## 641    -25.25000     -48.68000     Forest       2580.00                 high
## 642    -25.25000     -48.68000     Forest       2580.00                 high
## 643    -25.25000     -48.68000     Forest       2580.00                 high
## 644    -25.25000     -48.68000     Forest       2580.00                 high
## 645    -25.25000     -48.68000     Forest       2580.00                 high
## 646    -25.25000     -48.68000     Forest       2580.00                 high
## 647    -25.25000     -48.68000     Forest       2580.00                 high
## 648    -25.25000     -48.68000     Forest       2580.00                 high
## 649    -25.25000     -48.68000     Forest       2580.00                 high
## 650     27.70000      89.15000     Forest        710.00                  low
## 651     27.70000      89.15000     Forest        710.00                  low
## 652     27.70000      89.15000     Forest        710.00                  low
## 653     27.70000      89.15000     Forest        710.00                  low
## 654     27.70000      89.15000     Forest        710.00                  low
## 655     27.70000      89.15000     Forest        710.00                  low
## 656     27.70000      89.15000     Forest        710.00                  low
## 657     27.70000      89.15000     Forest        710.00                  low
## 658     27.70000      89.15000     Forest        710.00                  low
## 659     27.70000      89.15000     Forest        710.00                  low
## 660     27.70000      89.15000     Forest        710.00                  low
## 661     27.70000      89.15000     Forest        710.00                  low
## 662     27.70000      89.15000     Forest        710.00                  low
## 663     27.70000      89.15000     Forest        710.00                  low
## 664     27.70000      89.15000     Forest        710.00                  low
## 665     36.16640      53.71300 Plantation        878.40                  low
## 666     36.16640      53.71300 Plantation        878.40                  low
## 667     36.16640      53.71300 Plantation        878.40                  low
## 668     36.16640      53.71300 Plantation        878.40                  low
## 669     36.16640      53.71300 Plantation        878.40                  low
## 670     30.57000      88.42000  Grassland        300.00                  low
## 671     30.57000      88.42000  Grassland        300.00                  low
## 672     30.57000      88.42000  Grassland        300.00                  low
## 673     30.57000      88.42000  Grassland        300.00                  low
## 674     30.57000      88.42000  Grassland        300.00                  low
## 675     30.57000      88.42000  Grassland        300.00                  low
## 676     30.57000      88.42000  Grassland        300.00                  low
## 677     30.57000      88.42000  Grassland        300.00                  low
## 678     30.57000      88.42000  Grassland        300.00                  low
## 679     30.57000      88.42000  Grassland        300.00                  low
## 680     30.57000      88.42000  Grassland        300.00                  low
## 681     48.12000     129.15000     Forest        700.00                  low
## 682     48.12000     129.15000     Forest        700.00                  low
## 683     48.12000     129.15000     Forest        700.00                  low
## 684     48.12000     129.15000     Forest        700.00                  low
## 685     48.12000     129.15000     Forest        700.00                  low
## 686     48.12000     129.15000     Forest        700.00                  low
## 687     29.52000     121.39000     Forest       1374.40               medium
## 688     29.52000     121.39000     Forest       1374.40               medium
## 689     29.52000     121.39000     Forest       1374.40               medium
## 690     29.52000     121.39000     Forest       1374.40               medium
## 691     29.52000     121.39000     Forest       1374.40               medium
## 692     29.52000     121.39000     Forest       1374.40               medium
## 693     29.52000     121.39000     Forest       1374.40               medium
## 694     29.52000     121.39000     Forest       1374.40               medium
## 695     29.52000     121.39000     Forest       1374.40               medium
## 696     29.52000     121.39000     Forest       1374.40               medium
## 697     29.52000     121.39000     Forest       1374.40               medium
## 698     29.52000     121.39000     Forest       1374.40               medium
## 699     29.52000     121.39000     Forest       1374.40               medium
## 700     29.52000     121.39000     Forest       1374.40               medium
## 701     29.52000     121.39000     Forest       1374.40               medium
## 702     29.52000     121.39000     Forest       1374.40               medium
## 703     29.52000     121.39000     Forest       1374.40               medium
## 704     29.52000     121.39000     Forest       1374.40               medium
## 705     29.52000     121.39000     Forest       1374.40               medium
## 706     29.52000     121.39000     Forest       1374.40               medium
## 707     29.52000     121.39000     Forest       1374.40               medium
## 708     29.52000     121.39000     Forest       1374.40               medium
## 709     29.52000     121.39000     Forest       1374.40               medium
## 710     29.52000     121.39000     Forest       1374.40               medium
## 711     29.52000     121.39000     Forest       1374.40               medium
## 712     29.52000     121.39000     Forest       1374.40               medium
## 713     29.52000     121.39000     Forest       1374.40               medium
## 714     31.35000       2.35000     Forest        850.00                  low
## 715     31.35000       2.35000     Forest        850.00                  low
## 716     31.35000       2.35000     Forest        850.00                  low
## 717     68.21000      18.40000     Forest        300.00                  low
## 718     68.21000      18.40000     Forest        300.00                  low
## 719     68.21000      18.40000     Forest        300.00                  low
## 720     68.21000      18.40000     Forest        300.00                  low
## 721     68.21000      18.40000     Forest        300.00                  low
## 722     68.21000      18.40000     Forest        300.00                  low
## 723     68.21000      18.40000     Forest        300.00                  low
## 724     68.21000      18.40000     Forest        300.00                  low
## 725     68.21000      18.40000     Forest        300.00                  low
## 726     68.21000      18.40000     Forest        300.00                  low
## 727     68.21000      18.40000     Forest        300.00                  low
## 728     68.21000      18.40000     Forest        300.00                  low
## 729     68.21000      18.40000     Forest        300.00                  low
## 730     68.21000      18.40000     Forest        300.00                  low
## 731     68.21000      18.40000     Forest        300.00                  low
## 732     68.21000      18.40000     Forest        300.00                  low
## 733     68.21000      18.40000     Forest        300.00                  low
## 734     68.21000      18.40000     Forest        300.00                  low
## 735     68.21000      18.40000     Forest        300.00                  low
## 736     68.21000      18.40000     Forest        300.00                  low
## 737     23.10000     112.10000     Forest       1927.00               medium
## 738     23.10000     112.10000     Forest       1927.00               medium
## 739     23.10000     112.10000     Forest       1927.00               medium
## 740     23.10000     112.10000     Forest       1927.00               medium
## 741     23.10000     112.10000     Forest       1927.00               medium
## 742     23.10000     112.10000     Forest       1927.00               medium
## 743     23.10000     112.10000     Forest       1927.00               medium
## 744     23.10000     112.10000     Forest       1927.00               medium
## 745     23.10000     112.10000     Forest       1927.00               medium
## 746     23.10000     112.10000     Forest       1927.00               medium
## 747     23.10000     112.10000     Forest       1927.00               medium
## 748     23.10000     112.10000     Forest       1927.00               medium
## 749     23.10000     112.10000     Forest       1927.00               medium
## 750     23.10000     112.10000     Forest       1927.00               medium
## 751     23.10000     112.10000     Forest       1927.00               medium
## 752     23.10000     112.10000     Forest       1927.00               medium
## 753     23.10000     112.10000     Forest       1927.00               medium
## 754     23.10000     112.10000     Forest       1927.00               medium
## 755     23.10000     112.10000     Forest       1927.00               medium
## 756     23.10000     112.10000     Forest       1927.00               medium
## 757     23.10000     112.10000     Forest       1927.00               medium
## 758     23.10000     112.10000     Forest       1927.00               medium
## 759     23.10000     112.10000     Forest       1927.00               medium
## 760     23.10000     112.10000     Forest       1927.00               medium
## 761     23.10000     112.10000     Forest       1927.00               medium
## 762     23.10000     112.10000     Forest       1927.00               medium
## 763     23.10000     112.10000     Forest       1927.00               medium
## 764     40.57000      13.33000  Shrubland        599.00                  low
## 765     40.57000      13.33000  Shrubland        599.00                  low
## 766     40.57000      13.33000  Shrubland        599.00                  low
## 767     40.57000      13.33000  Shrubland        599.00                  low
## 768     52.45210     125.48100     Forest        700.00                  low
## 769     52.45210     125.48100     Forest        700.00                  low
## 770     52.45210     125.48100     Forest        700.00                  low
## 771     52.45210     125.48100     Forest        700.00                  low
## 772     52.45210     125.48100     Forest        700.00                  low
## 773     52.45210     125.48100     Forest        700.00                  low
## 774     52.45210     125.48100     Forest        700.00                  low
## 775     52.45210     125.48100     Forest        700.00                  low
## 776     52.45210     125.48100     Forest        700.00                  low
## 777     52.45210     125.48100     Forest        700.00                  low
## 778    -31.30000     -64.35000     Forest        800.00                  low
## 779    -31.30000     -64.35000     Forest        800.00                  low
## 780    -31.30000     -64.35000     Forest        800.00                  low
## 781    -31.30000     -64.35000     Forest        800.00                  low
## 782    -31.30000     -64.35000     Forest        800.00                  low
## 783    -31.30000     -64.35000     Forest        800.00                  low
## 784    -31.30000     -64.35000     Forest        800.00                  low
## 785    -31.30000     -64.35000     Forest        800.00                  low
## 786    -31.30000     -64.35000     Forest        800.00                  low
## 787    -31.30000     -64.35000     Forest        800.00                  low
## 788    -31.30000     -64.35000     Forest        800.00                  low
## 789    -31.30000     -64.35000     Forest        800.00                  low
## 790    -31.30000     -64.35000     Forest        800.00                  low
## 791    -31.30000     -64.35000     Forest        800.00                  low
## 792    -31.30000     -64.35000     Forest        800.00                  low
## 793    -31.30000     -64.35000     Forest        800.00                  low
## 794    -31.30000     -64.35000     Forest        800.00                  low
## 795    -31.30000     -64.35000     Forest        800.00                  low
## 796    -31.30000     -64.35000     Forest        800.00                  low
## 797    -31.30000     -64.35000     Forest        800.00                  low
## 798    -31.30000     -64.35000     Forest        800.00                  low
## 799    -31.30000     -64.35000     Forest        800.00                  low
## 800    -31.30000     -64.35000     Forest        800.00                  low
## 801    -31.30000     -64.35000     Forest        800.00                  low
## 802    -31.30000     -64.35000     Forest        800.00                  low
## 803    -31.30000     -64.35000     Forest        800.00                  low
## 804     49.20000     119.58000  Grassland       1740.00               medium
## 805     49.20000     119.58000  Grassland       1740.00               medium
## 806     49.20000     119.58000  Grassland       1740.00               medium
## 807     49.20000     119.58000  Grassland       1740.00               medium
## 808     49.20000     119.58000  Grassland       1740.00               medium
## 809     49.20000     119.58000  Grassland       1740.00               medium
## 810     49.20000     119.58000  Grassland       1740.00               medium
## 811     49.20000     119.58000  Grassland       1740.00               medium
## 812     49.20000     119.58000  Grassland       1740.00               medium
## 813     49.20000     119.58000  Grassland       1740.00               medium
## 814     49.20000     119.58000  Grassland       1740.00               medium
## 815     49.20000     119.58000  Grassland       1740.00               medium
## 816     22.34000     112.50000 Plantation       1700.00               medium
## 817     22.34000     112.50000 Plantation       1700.00               medium
## 818     22.34000     112.50000 Plantation       1700.00               medium
## 819     22.34000     112.50000 Plantation       1700.00               medium
## 820     22.34000     112.50000 Plantation       1700.00               medium
## 821     22.34000     112.50000 Plantation       1700.00               medium
## 822     22.34000     112.50000 Plantation       1700.00               medium
## 823     22.34000     112.50000 Plantation       1700.00               medium
## 824     22.34000     112.50000 Plantation       1700.00               medium
## 825     22.34000     112.50000 Plantation       1700.00               medium
## 826     22.34000     112.50000 Plantation       1700.00               medium
## 827     22.34000     112.50000 Plantation       1700.00               medium
## 828     22.34000     112.50000 Plantation       1700.00               medium
## 829     22.34000     112.50000 Plantation       1700.00               medium
## 830     22.34000     112.50000 Plantation       1700.00               medium
## 831     22.34000     112.50000 Plantation       1700.00               medium
## 832     22.34000     112.50000 Plantation       1700.00               medium
## 833     22.34000     112.50000 Plantation       1700.00               medium
## 834     22.34000     112.50000 Plantation       1700.00               medium
## 835     22.34000     112.50000 Plantation       1700.00               medium
## 836     22.34000     112.50000 Plantation       1700.00               medium
## 837     22.34000     112.50000 Plantation       1700.00               medium
## 838     22.34000     112.50000 Plantation       1700.00               medium
## 839     22.34000     112.50000 Plantation       1700.00               medium
## 840     22.34000     112.50000 Plantation       1700.00               medium
## 841     22.34000     112.50000 Plantation       1700.00               medium
## 842     22.34000     112.50000 Plantation       1700.00               medium
## 843     22.34000     112.50000 Plantation       1700.00               medium
## 844     22.34000     112.50000 Plantation       1700.00               medium
## 845     22.34000     112.50000 Plantation       1700.00               medium
## 846     22.34000     112.50000 Plantation       1700.00               medium
## 847     22.34000     112.50000 Plantation       1700.00               medium
## 848     22.34000     112.50000 Plantation       1700.00               medium
## 849     22.34000     112.50000 Plantation       1700.00               medium
## 850     22.34000     112.50000 Plantation       1700.00               medium
## 851     22.34000     112.50000 Plantation       1700.00               medium
## 852     22.34000     112.50000 Plantation       1700.00               medium
## 853     22.34000     112.50000 Plantation       1700.00               medium
## 854     22.34000     112.50000 Plantation       1700.00               medium
## 855     22.34000     112.50000 Plantation       1700.00               medium
## 856     22.34000     112.50000 Plantation       1700.00               medium
## 857     22.34000     112.50000 Plantation       1700.00               medium
## 858     22.34000     112.50000 Plantation       1700.00               medium
## 859     22.34000     112.50000 Plantation       1700.00               medium
## 860     42.02000     116.17000  Grassland       1700.00               medium
## 861     42.02000     116.17000  Grassland       1700.00               medium
## 862     42.02000     116.17000  Grassland       1700.00               medium
## 863     42.02000     116.17000  Grassland       1700.00               medium
## 864     42.02000     116.17000  Grassland       1700.00               medium
## 865     42.02000     116.17000  Grassland       1700.00               medium
## 866     42.02000     116.17000  Grassland       1700.00               medium
## 867     42.02000     116.17000  Grassland       1700.00               medium
##     Annual_temp                     Regional_climate climatic_region   SOM
## 1           6.1                    subalpine climate       Temperate   N/A
## 2           6.1                    subalpine climate       Temperate   N/A
## 3           6.1                    subalpine climate       Temperate   N/A
## 4           6.1                    subalpine climate       Temperate   N/A
## 5           6.1                    subalpine climate       Temperate   N/A
## 6           6.1                    subalpine climate       Temperate   N/A
## 7           6.1                    subalpine climate       Temperate   N/A
## 8           6.1                    subalpine climate       Temperate   N/A
## 9           6.1                    subalpine climate       Temperate   N/A
## 10          6.1                    subalpine climate       Temperate   N/A
## 11          6.1                    subalpine climate       Temperate   N/A
## 12          6.1                    subalpine climate       Temperate   N/A
## 13          6.1                    subalpine climate       Temperate   N/A
## 14          6.1                    subalpine climate       Temperate   N/A
## 15          6.1                    subalpine climate       Temperate   N/A
## 16          6.1                    subalpine climate       Temperate   N/A
## 17          6.1                    subalpine climate       Temperate   N/A
## 18          6.1                    subalpine climate       Temperate   N/A
## 19          6.1                    subalpine climate       Temperate   N/A
## 20          6.1                    subalpine climate       Temperate   N/A
## 21          6.1                    subalpine climate       Temperate   N/A
## 22          6.1                    subalpine climate       Temperate   N/A
## 23          6.1                    subalpine climate       Temperate   N/A
## 24          6.1                    subalpine climate       Temperate   N/A
## 25          4.7     continental monsoon climate with       Temperate   N/A
## 26          4.7     continental monsoon climate with       Temperate   N/A
## 27          4.7     continental monsoon climate with       Temperate   N/A
## 28          4.7     continental monsoon climate with       Temperate   N/A
## 29          4.7     continental monsoon climate with       Temperate   N/A
## 30          4.7     continental monsoon climate with       Temperate   N/A
## 31          4.7     continental monsoon climate with       Temperate   N/A
## 32          4.7     continental monsoon climate with       Temperate   N/A
## 33          4.7     continental monsoon climate with       Temperate   N/A
## 34          4.7     continental monsoon climate with       Temperate   N/A
## 35          4.7     continental monsoon climate with       Temperate   N/A
## 36          4.7     continental monsoon climate with       Temperate   N/A
## 37          4.7     continental monsoon climate with       Temperate   N/A
## 38          4.7     continental monsoon climate with       Temperate   N/A
## 39          4.7     continental monsoon climate with       Temperate   N/A
## 40          4.7     continental monsoon climate with       Temperate   N/A
## 41          4.7     continental monsoon climate with       Temperate   N/A
## 42          4.7     continental monsoon climate with       Temperate   N/A
## 43            3                           Temperate        Temperate   N/A
## 44            3                           Temperate        Temperate   N/A
## 45            3                           Temperate        Temperate   N/A
## 46            3                           Temperate        Temperate   N/A
## 47            3                           Temperate        Temperate   N/A
## 48            3                           Temperate        Temperate   N/A
## 49            3                           Temperate        Temperate   N/A
## 50            3                           Temperate        Temperate   N/A
## 51            3                           Temperate        Temperate   N/A
## 52            3                           Temperate        Temperate   N/A
## 53            3                           Temperate        Temperate   N/A
## 54            3                           Temperate        Temperate   N/A
## 55            3                           Temperate        Temperate   N/A
## 56            3                           Temperate        Temperate   N/A
## 57            3                           Temperate        Temperate   N/A
## 58            3                           Temperate        Temperate   N/A
## 59          N/A                                  N/A       Temperate   N/A
## 60          N/A                                  N/A       Temperate   N/A
## 61         25.7                tropical wet climate          Tropics   N/A
## 62         25.7                tropical wet climate          Tropics   N/A
## 63         25.7                tropical wet climate          Tropics   N/A
## 64         25.7                tropical wet climate          Tropics   N/A
## 65         25.7                tropical wet climate          Tropics   N/A
## 66         25.7                tropical wet climate          Tropics   N/A
## 67         25.7                tropical wet climate          Tropics   N/A
## 68         25.7                tropical wet climate          Tropics   N/A
## 69         25.7                tropical wet climate          Tropics   N/A
## 70         25.7                tropical wet climate          Tropics   N/A
## 71         25.7                tropical wet climate          Tropics   N/A
## 72         25.7                tropical wet climate          Tropics   N/A
## 73         25.7                tropical wet climate          Tropics   N/A
## 74         25.7                tropical wet climate          Tropics   N/A
## 75         25.7                tropical wet climate          Tropics   N/A
## 76         25.7                tropical wet climate          Tropics   N/A
## 77         25.7                tropical wet climate          Tropics   N/A
## 78         25.7                tropical wet climate          Tropics   N/A
## 79         25.7                tropical wet climate          Tropics   N/A
## 80         25.7                tropical wet climate          Tropics   N/A
## 81         25.7                tropical wet climate          Tropics   N/A
## 82         25.7                tropical wet climate          Tropics   N/A
## 83         25.7                tropical wet climate          Tropics   N/A
## 84         25.7                tropical wet climate          Tropics   N/A
## 85         25.7                tropical wet climate          Tropics   N/A
## 86         25.7                tropical wet climate          Tropics   N/A
## 87         25.7                tropical wet climate          Tropics   N/A
## 88         25.7                tropical wet climate          Tropics   N/A
## 89         15.7                                  N/A         Tropics   N/A
## 90         15.7                                  N/A         Tropics   N/A
## 91         15.7                                  N/A         Tropics   N/A
## 92            8                    Temprate climate        Temperate   N/A
## 93            8                    Temprate climate        Temperate   N/A
## 94            8                    Temprate climate        Temperate   N/A
## 95            8                    Temprate climate        Temperate   N/A
## 96            8                    Temprate climate        Temperate   N/A
## 97            8                    Temprate climate        Temperate   N/A
## 98         –6.1                     humid sub-alpine       Temperate   N/A
## 99         –6.1                     humid sub-alpine       Temperate   N/A
## 100        –6.1                     humid sub-alpine       Temperate   N/A
## 101        –6.1                     humid sub-alpine       Temperate   N/A
## 102        –6.1                     humid sub-alpine       Temperate   N/A
## 103        –6.1                     humid sub-alpine       Temperate   N/A
## 104        –6.1                     humid sub-alpine       Temperate   N/A
## 105        –6.1                     humid sub-alpine       Temperate   N/A
## 106        –6.1                     humid sub-alpine       Temperate   N/A
## 107        –6.1                     humid sub-alpine       Temperate   N/A
## 108        –6.1                     humid sub-alpine       Temperate   N/A
## 109        –6.1                     humid sub-alpine       Temperate   N/A
## 110        –6.1                     humid sub-alpine       Temperate   N/A
## 111        –6.1                     humid sub-alpine       Temperate   N/A
## 112        –6.1                     humid sub-alpine       Temperate   N/A
## 113        –6.1                     humid sub-alpine       Temperate   N/A
## 114        –6.1                     humid sub-alpine       Temperate   N/A
## 115        –6.1                     humid sub-alpine       Temperate   N/A
## 116        –6.1                     humid sub-alpine       Temperate   N/A
## 117        –6.1                     humid sub-alpine       Temperate   N/A
## 118        –6.1                     humid sub-alpine       Temperate   N/A
## 119        –6.1                     humid sub-alpine       Temperate   N/A
## 120        –6.1                     humid sub-alpine       Temperate   N/A
## 121        –6.1                     humid sub-alpine       Temperate   N/A
## 122        11.8                       temperate/warm       Temperate  1.05
## 123        11.8                       temperate/warm       Temperate  1.05
## 124        11.8                       temperate/warm       Temperate  1.05
## 125        11.8                       temperate/warm       Temperate  1.05
## 126        11.8                       temperate/warm       Temperate  1.05
## 127        11.8                       temperate/warm       Temperate  1.05
## 128        11.8                       temperate/warm       Temperate  1.05
## 129        11.8                       temperate/warm       Temperate  1.05
## 130        11.8                       temperate/warm       Temperate  1.05
## 131        11.8                       temperate/warm       Temperate  1.05
## 132        11.8                       temperate/warm       Temperate  1.05
## 133        11.8                       temperate/warm       Temperate  1.05
## 134        11.8                       temperate/warm       Temperate  1.05
## 135        11.8                       temperate/warm       Temperate  1.05
## 136        11.8                       temperate/warm       Temperate  1.05
## 137         N/A                   Arid and semi arid       Temperate   N/A
## 138         N/A                   Arid and semi arid       Temperate   N/A
## 139         N/A                   Arid and semi arid       Temperate   N/A
## 140        16.4    subtropical monsoon humid climate     Sub-tropics   N/A
## 141        16.4    subtropical monsoon humid climate     Sub-tropics   N/A
## 142        16.4    subtropical monsoon humid climate     Sub-tropics   N/A
## 143        16.4    subtropical monsoon humid climate     Sub-tropics   N/A
## 144        16.4    subtropical monsoon humid climate     Sub-tropics   N/A
## 145        16.4    subtropical monsoon humid climate     Sub-tropics   N/A
## 146        16.4    subtropical monsoon humid climate     Sub-tropics   N/A
## 147        16.4    subtropical monsoon humid climate     Sub-tropics   N/A
## 148        16.4    subtropical monsoon humid climate     Sub-tropics   N/A
## 149        16.4    subtropical monsoon humid climate     Sub-tropics   N/A
## 150        16.4    subtropical monsoon humid climate     Sub-tropics   N/A
## 151        16.4    subtropical monsoon humid climate     Sub-tropics   N/A
## 152        -0.2                        Tudra climate       Temperate   N/A
## 153        -0.2                        Tudra climate       Temperate   N/A
## 154        -0.2                        Tudra climate       Temperate   N/A
## 155        -0.2                        Tudra climate       Temperate   N/A
## 156        -0.2                        Tudra climate       Temperate   N/A
## 157        -0.2                        Tudra climate       Temperate   N/A
## 158        -0.2                        Tudra climate       Temperate   N/A
## 159        -0.2                        Tudra climate       Temperate   N/A
## 160        -0.2                        Tudra climate       Temperate   N/A
## 161        -0.2                        Tudra climate       Temperate   N/A
## 162        -0.2                        Tudra climate       Temperate   N/A
## 163        -0.2                        Tudra climate       Temperate   N/A
## 164        -0.2                        Tudra climate       Temperate   N/A
## 165        -0.2                        Tudra climate       Temperate   N/A
## 166        -0.2                        Tudra climate       Temperate   N/A
## 167        -0.2                        Tudra climate       Temperate   N/A
## 168        -0.2                        Tudra climate       Temperate   N/A
## 169        -0.2                        Tudra climate       Temperate   N/A
## 170        -0.2                        Tudra climate       Temperate   N/A
## 171        -0.2                        Tudra climate       Temperate   N/A
## 172        -0.2                        Tudra climate       Temperate   N/A
## 173        -0.2                        Tudra climate       Temperate   N/A
## 174        -0.2                        Tudra climate       Temperate   N/A
## 175        -0.2                        Tudra climate       Temperate   N/A
## 176        15.5                                  N/A     Sub-tropics   N/A
## 177        15.5                                  N/A     Sub-tropics   N/A
## 178        15.5                                  N/A     Sub-tropics   N/A
## 179        15.5                                  N/A     Sub-tropics   N/A
## 180        15.5                                  N/A     Sub-tropics   N/A
## 181        15.5                                  N/A     Sub-tropics   N/A
## 182        15.5                                  N/A     Sub-tropics   N/A
## 183        15.5                                  N/A     Sub-tropics   N/A
## 184          28                     Topical savanna          Tropics   N/A
## 185          28                     Topical savanna          Tropics   N/A
## 186          28                     Topical savanna          Tropics   N/A
## 187          28                     Topical savanna          Tropics   N/A
## 188          28                     Topical savanna          Tropics   N/A
## 189          28                     Topical savanna          Tropics   N/A
## 190           9                                  N/A       Temperate   N/A
## 191           9                                  N/A       Temperate   N/A
## 192           9                                  N/A       Temperate   N/A
## 193           9                                  N/A       Temperate   N/A
## 194        15.8                   Humid subtropical      Sub-tropics   N/A
## 195        15.8                   Humid subtropical      Sub-tropics   N/A
## 196        15.8                   Humid subtropical      Sub-tropics   N/A
## 197        15.8                   Humid subtropical      Sub-tropics   N/A
## 198        15.8                   Humid subtropical      Sub-tropics   N/A
## 199        15.8                   Humid subtropical      Sub-tropics   N/A
## 200         2.6                                  N/A       Temperate   N/A
## 201         2.6                                  N/A       Temperate   N/A
## 202         2.6                                  N/A       Temperate   N/A
## 203         2.6                                  N/A       Temperate   N/A
## 204         2.6                                  N/A       Temperate   N/A
## 205         2.6                                  N/A       Temperate   N/A
## 206         2.6                                  N/A       Temperate   N/A
## 207         2.6                                  N/A       Temperate   N/A
## 208         2.6                                  N/A       Temperate   N/A
## 209         2.6                                  N/A       Temperate   N/A
## 210          10                                  N/A       Temperate   N/A
## 211          10                                  N/A       Temperate   N/A
## 212          10                                  N/A       Temperate   N/A
## 213          10                                  N/A       Temperate   N/A
## 214          10                                  N/A       Temperate   N/A
## 215          10                                  N/A       Temperate   N/A
## 216         N/A                                  N/A     Sub-tropics   N/A
## 217         N/A                                  N/A     Sub-tropics   N/A
## 218         N/A                                  N/A     Sub-tropics   N/A
## 219         N/A                                  N/A     Sub-tropics   N/A
## 220         N/A                                  N/A     Sub-tropics   N/A
## 221         N/A                                  N/A     Sub-tropics   N/A
## 222           9                                  N/A       Temperate   N/A
## 223           9                                  N/A       Temperate   N/A
## 224           9                                  N/A       Temperate   N/A
## 225           9                                  N/A       Temperate   N/A
## 226          18                           subtropica     Sub-tropics   N/A
## 227          18                           subtropica     Sub-tropics   N/A
## 228          18                           subtropica     Sub-tropics   N/A
## 229          18                           subtropica     Sub-tropics   N/A
## 230          18                           subtropica     Sub-tropics   N/A
## 231          18                           subtropica     Sub-tropics   N/A
## 232          18                           subtropica     Sub-tropics   N/A
## 233          18                           subtropica     Sub-tropics   N/A
## 234          18                           subtropica     Sub-tropics   N/A
## 235          18                           subtropica     Sub-tropics   N/A
## 236          18                           subtropica     Sub-tropics   N/A
## 237          18                           subtropica     Sub-tropics   N/A
## 238          18                           subtropica     Sub-tropics   N/A
## 239          18                           subtropica     Sub-tropics   N/A
## 240          18                           subtropica     Sub-tropics   N/A
## 241          18                           subtropica     Sub-tropics   N/A
## 242          18                           subtropica     Sub-tropics   N/A
## 243          18                           subtropica     Sub-tropics   N/A
## 244          18                           subtropica     Sub-tropics   N/A
## 245          18                           subtropica     Sub-tropics   N/A
## 246          18                           subtropica     Sub-tropics   N/A
## 247          18                           subtropica     Sub-tropics   N/A
## 248          18                           subtropica     Sub-tropics   N/A
## 249          18                           subtropica     Sub-tropics   N/A
## 250          18                           subtropica     Sub-tropics   N/A
## 251          18                           subtropica     Sub-tropics   N/A
## 252          18                           subtropica     Sub-tropics   N/A
## 253          18                           subtropica     Sub-tropics   N/A
## 254          18                           subtropica     Sub-tropics   N/A
## 255          18                           subtropica     Sub-tropics   N/A
## 256          18                           subtropica     Sub-tropics   N/A
## 257          18                           subtropica     Sub-tropics   N/A
## 258          18                           subtropica     Sub-tropics   N/A
## 259       15.25          equitorial tropical climate         Tropics   N/A
## 260       15.25          equitorial tropical climate         Tropics   N/A
## 261       15.25          equitorial tropical climate         Tropics   N/A
## 262       15.25          equitorial tropical climate         Tropics   N/A
## 263       15.25          equitorial tropical climate         Tropics   N/A
## 264        10.9          continental monsoon climate     Sub-tropics   N/A
## 265        10.9          continental monsoon climate     Sub-tropics   N/A
## 266        10.9          continental monsoon climate     Sub-tropics   N/A
## 267        10.9          continental monsoon climate     Sub-tropics   N/A
## 268        10.9          continental monsoon climate     Sub-tropics   N/A
## 269        10.9          continental monsoon climate     Sub-tropics   N/A
## 270        10.9          continental monsoon climate     Sub-tropics   N/A
## 271        10.9          continental monsoon climate     Sub-tropics   N/A
## 272        10.9          continental monsoon climate     Sub-tropics   N/A
## 273        10.9          continental monsoon climate     Sub-tropics   N/A
## 274        10.9          continental monsoon climate     Sub-tropics   N/A
## 275        10.9          continental monsoon climate     Sub-tropics   N/A
## 276        10.9          continental monsoon climate     Sub-tropics   N/A
## 277        10.9          continental monsoon climate     Sub-tropics   N/A
## 278        10.9          continental monsoon climate     Sub-tropics   N/A
## 279        10.9          continental monsoon climate     Sub-tropics   N/A
## 280        10.9          continental monsoon climate     Sub-tropics   N/A
## 281        10.9          continental monsoon climate     Sub-tropics   N/A
## 282        10.9          continental monsoon climate     Sub-tropics   N/A
## 283        10.9          continental monsoon climate     Sub-tropics   N/A
## 284        10.9          continental monsoon climate     Sub-tropics   N/A
## 285        10.9          continental monsoon climate     Sub-tropics   N/A
## 286        10.9          continental monsoon climate     Sub-tropics   N/A
## 287        10.9          continental monsoon climate     Sub-tropics   N/A
## 288        10.9          continental monsoon climate     Sub-tropics   N/A
## 289        10.9          continental monsoon climate     Sub-tropics   N/A
## 290        10.9          continental monsoon climate     Sub-tropics   N/A
## 291        10.9          continental monsoon climate     Sub-tropics   N/A
## 292        10.9          continental monsoon climate     Sub-tropics   N/A
## 293        10.9          continental monsoon climate     Sub-tropics   N/A
## 294        10.9          continental monsoon climate     Sub-tropics   N/A
## 295        10.9          continental monsoon climate     Sub-tropics   N/A
## 296        10.9          continental monsoon climate     Sub-tropics   N/A
## 297        10.9          continental monsoon climate     Sub-tropics   N/A
## 298        10.9          continental monsoon climate     Sub-tropics   N/A
## 299        10.9          continental monsoon climate     Sub-tropics   N/A
## 300          21                  subtropical monsoon     Sub-tropics   N/A
## 301          21                  subtropical monsoon     Sub-tropics   N/A
## 302          21                  subtropical monsoon     Sub-tropics   N/A
## 303          21                  subtropical monsoon     Sub-tropics   N/A
## 304          21                  subtropical monsoon     Sub-tropics   N/A
## 305          21                  subtropical monsoon     Sub-tropics   N/A
## 306          21                  subtropical monsoon     Sub-tropics   N/A
## 307         4.7          Temperate subalpine climate       Temperate   N/A
## 308         4.7          Temperate subalpine climate       Temperate   N/A
## 309         4.7          Temperate subalpine climate       Temperate   N/A
## 310         4.7          Temperate subalpine climate       Temperate   N/A
## 311         4.7          Temperate subalpine climate       Temperate   N/A
## 312         4.7          Temperate subalpine climate       Temperate   N/A
## 313         7.3         continental monsoon Mountain       Temperate   N/A
## 314         7.3         continental monsoon Mountain       Temperate   N/A
## 315         7.3         continental monsoon Mountain       Temperate   N/A
## 316         7.3         continental monsoon Mountain       Temperate 1.325
## 317         7.3         continental monsoon Mountain       Temperate 1.325
## 318         7.3         continental monsoon Mountain       Temperate 1.325
## 319         7.3         continental monsoon Mountain       Temperate 1.325
## 320         7.3         continental monsoon Mountain       Temperate 1.325
## 321        12.7               Mediterranian climate        Temperate   N/A
## 322        12.7               Mediterranian climate        Temperate   N/A
## 323        12.7               Mediterranian climate        Temperate   N/A
## 324        12.7               Mediterranian climate        Temperate   N/A
## 325        12.7               Mediterranian climate        Temperate   N/A
## 326        12.7               Mediterranian climate        Temperate   N/A
## 327        12.7               Mediterranian climate        Temperate   N/A
## 328        12.7               Mediterranian climate        Temperate   N/A
## 329        12.7               Mediterranian climate        Temperate   N/A
## 330        12.7               Mediterranian climate        Temperate   N/A
## 331        12.7               Mediterranian climate        Temperate   N/A
## 332        12.7               Mediterranian climate        Temperate   N/A
## 333        12.7               Mediterranian climate        Temperate   N/A
## 334        12.7               Mediterranian climate        Temperate   N/A
## 335        12.7               Mediterranian climate        Temperate   N/A
## 336        12.7               Mediterranian climate        Temperate   N/A
## 337        12.7               Mediterranian climate        Temperate   N/A
## 338        12.7               Mediterranian climate        Temperate   N/A
## 339        12.7               Mediterranian climate        Temperate   N/A
## 340        12.7               Mediterranian climate        Temperate   N/A
## 341        12.7               Mediterranian climate        Temperate   N/A
## 342        12.7               Mediterranian climate        Temperate   N/A
## 343          18           humid subtropical climate      Sub-tropics   N/A
## 344          18           humid subtropical climate      Sub-tropics   N/A
## 345          18           humid subtropical climate      Sub-tropics   N/A
## 346          18           humid subtropical climate      Sub-tropics   N/A
## 347          23                     Tropical monsoon         Tropics   N/A
## 348          23                     Tropical monsoon         Tropics   N/A
## 349         6.4                  Temperate semi arid       Temperate   N/A
## 350         6.4                  Temperate semi arid       Temperate   N/A
## 351         6.4                  Temperate semi arid       Temperate   N/A
## 352         6.4                  Temperate semi arid       Temperate   N/A
## 353         6.4                  Temperate semi arid       Temperate   N/A
## 354         6.4                  Temperate semi arid       Temperate   N/A
## 355         6.4                  Temperate semi arid       Temperate   N/A
## 356         6.4                  Temperate semi arid       Temperate   N/A
## 357         6.4                  Temperate semi arid       Temperate   N/A
## 358         6.4                  Temperate semi arid       Temperate   N/A
## 359         6.4                  Temperate semi arid       Temperate   N/A
## 360         6.4                  Temperate semi arid       Temperate   N/A
## 361           3                            Temperate       Temperate   N/A
## 362           3                            Temperate       Temperate   N/A
## 363           3                            Temperate       Temperate   N/A
## 364           3                            Temperate       Temperate   N/A
## 365           3                            Temperate       Temperate   N/A
## 366           3                            Temperate       Temperate   N/A
## 367           3                            Temperate       Temperate   N/A
## 368           3                            Temperate       Temperate   N/A
## 369           3                            Temperate       Temperate   N/A
## 370           3                            Temperate       Temperate   N/A
## 371           3                            Temperate       Temperate   N/A
## 372           3                            Temperate       Temperate   N/A
## 373         N/A                                  N/A       Temperate   N/A
## 374         N/A                                  N/A       Temperate   N/A
## 375         N/A                                  N/A       Temperate   N/A
## 376         N/A                                  N/A       Temperate   N/A
## 377         N/A                                  N/A       Temperate   N/A
## 378         N/A                                  N/A       Temperate   N/A
## 379         N/A                                  N/A       Temperate   N/A
## 380         N/A                                  N/A       Temperate   N/A
## 381         N/A                                  N/A       Temperate   N/A
## 382         N/A                                  N/A       Temperate   N/A
## 383         N/A                                  N/A       Temperate   N/A
## 384         N/A                                  N/A       Temperate   N/A
## 385         N/A                                  N/A       Temperate   N/A
## 386         N/A                                  N/A       Temperate   N/A
## 387         N/A                                  N/A       Temperate   N/A
## 388         N/A                                  N/A       Temperate   N/A
## 389         N/A                                  N/A       Temperate   N/A
## 390         N/A                                  N/A       Temperate   N/A
## 391         N/A                                  N/A       Temperate   N/A
## 392         N/A                                  N/A       Temperate   N/A
## 393         N/A                                  N/A       Temperate   N/A
## 394         N/A                                  N/A       Temperate   N/A
## 395         N/A                                  N/A       Temperate   N/A
## 396         N/A                                  N/A       Temperate   N/A
## 397         N/A                                  N/A       Temperate   N/A
## 398         N/A                                  N/A       Temperate   N/A
## 399         N/A                                  N/A       Temperate   N/A
## 400         N/A                                  N/A       Temperate   N/A
## 401         N/A                                  N/A       Temperate   N/A
## 402         N/A                                  N/A       Temperate   N/A
## 403         N/A                                  N/A       Temperate   N/A
## 404         N/A                                  N/A       Temperate   N/A
## 405         N/A                                  N/A       Temperate   N/A
## 406         N/A                                  N/A       Temperate   N/A
## 407         N/A                                  N/A       Temperate   N/A
## 408         N/A                                  N/A       Temperate   N/A
## 409         N/A                                  N/A       Temperate   N/A
## 410         N/A                                  N/A       Temperate   N/A
## 411         N/A                                  N/A       Temperate   N/A
## 412         N/A                                  N/A       Temperate   N/A
## 413         N/A                                  N/A       Temperate   N/A
## 414         N/A                                  N/A       Temperate   N/A
## 415         N/A                                  N/A       Temperate   N/A
## 416         N/A                                  N/A       Temperate   N/A
## 417         N/A                                  N/A       Temperate   N/A
## 418         N/A                                  N/A       Temperate   N/A
## 419         N/A                                  N/A       Temperate   N/A
## 420         N/A                                  N/A       Temperate   N/A
## 421         N/A                                  N/A       Temperate   N/A
## 422         N/A                                  N/A       Temperate   N/A
## 423         N/A                                  N/A       Temperate   N/A
## 424         N/A                                  N/A       Temperate   N/A
## 425         N/A                                  N/A       Temperate   N/A
## 426         N/A                                  N/A       Temperate   N/A
## 427         N/A                                  N/A       Temperate   N/A
## 428         N/A                                  N/A       Temperate   N/A
## 429         N/A                                  N/A       Temperate   N/A
## 430         N/A                                  N/A       Temperate   N/A
## 431         N/A                                  N/A       Temperate   N/A
## 432         N/A                                  N/A       Temperate   N/A
## 433         N/A                                  N/A       Temperate   N/A
## 434         N/A                                  N/A       Temperate   N/A
## 435         N/A                                  N/A       Temperate   N/A
## 436         N/A                                  N/A       Temperate   N/A
## 437         N/A                                  N/A       Temperate   N/A
## 438         N/A                                  N/A       Temperate   N/A
## 439         N/A                                  N/A       Temperate   N/A
## 440         N/A                                  N/A       Temperate   N/A
## 441         N/A                                  N/A       Temperate   N/A
## 442         N/A                                  N/A       Temperate   N/A
## 443         N/A                                  N/A       Temperate   N/A
## 444         N/A                                  N/A       Temperate   N/A
## 445         N/A                                  N/A       Temperate   N/A
## 446         N/A                                  N/A       Temperate   N/A
## 447         N/A                                  N/A       Temperate   N/A
## 448         N/A                                  N/A       Temperate   N/A
## 449         N/A                                  N/A       Temperate   N/A
## 450         N/A                                  N/A       Temperate   N/A
## 451         N/A                                  N/A       Temperate   N/A
## 452         N/A                                  N/A       Temperate   N/A
## 453         N/A                                  N/A       Temperate   N/A
## 454         N/A                                  N/A       Temperate   N/A
## 455         N/A                                  N/A       Temperate   N/A
## 456         N/A                                  N/A       Temperate   N/A
## 457         N/A                                  N/A       Temperate   N/A
## 458         N/A                                  N/A       Temperate   N/A
## 459         N/A                                  N/A       Temperate   N/A
## 460         N/A                                  N/A       Temperate   N/A
## 461         N/A                                  N/A       Temperate   N/A
## 462         N/A                                  N/A       Temperate   N/A
## 463         N/A                                  N/A       Temperate   N/A
## 464         N/A                                  N/A       Temperate   N/A
## 465         N/A                                  N/A       Temperate   N/A
## 466         N/A                                  N/A       Temperate   N/A
## 467         N/A                                  N/A       Temperate   N/A
## 468         N/A                                  N/A       Temperate   N/A
## 469         N/A                                  N/A       Temperate   N/A
## 470         N/A                                  N/A       Temperate   N/A
## 471         N/A                                  N/A       Temperate   N/A
## 472         N/A                                  N/A       Temperate   N/A
## 473         N/A                                  N/A       Temperate   N/A
## 474         N/A                                  N/A       Temperate   N/A
## 475         N/A                                  N/A       Temperate   N/A
## 476         N/A                                  N/A       Temperate   N/A
## 477         N/A                                  N/A       Temperate   N/A
## 478         N/A                                  N/A       Temperate   N/A
## 479         N/A                                  N/A       Temperate   N/A
## 480         N/A                                  N/A       Temperate   N/A
## 481         N/A                                  N/A       Temperate   N/A
## 482         N/A                                  N/A       Temperate   N/A
## 483         N/A                                  N/A       Temperate   N/A
## 484         N/A                                  N/A       Temperate   N/A
## 485         N/A                                  N/A       Temperate   N/A
## 486         N/A                                  N/A       Temperate   N/A
## 487         N/A                                  N/A       Temperate   N/A
## 488         N/A                                  N/A       Temperate   N/A
## 489         N/A                                  N/A       Temperate   N/A
## 490         N/A                                  N/A       Temperate   N/A
## 491         N/A                                  N/A       Temperate   N/A
## 492         N/A                                  N/A       Temperate   N/A
## 493         N/A                                  N/A       Temperate   N/A
## 494         N/A                                  N/A       Temperate   N/A
## 495         N/A                                  N/A       Temperate   N/A
## 496         N/A                                  N/A       Temperate   N/A
## 497         N/A                                  N/A       Temperate   N/A
## 498         N/A                                  N/A       Temperate   N/A
## 499         N/A                                  N/A       Temperate   N/A
## 500         N/A                                  N/A       Temperate   N/A
## 501         N/A                                  N/A       Temperate   N/A
## 502         N/A                                  N/A       Temperate   N/A
## 503         N/A                                  N/A       Temperate   N/A
## 504         N/A                                  N/A       Temperate   N/A
## 505         N/A                                  N/A       Temperate   N/A
## 506         N/A                                  N/A       Temperate   N/A
## 507         N/A                                  N/A       Temperate   N/A
## 508         N/A                                  N/A       Temperate   N/A
## 509         N/A                                  N/A       Temperate   N/A
## 510         N/A                                  N/A       Temperate   N/A
## 511         N/A                                  N/A       Temperate   N/A
## 512         N/A                                  N/A       Temperate   N/A
## 513         N/A                                  N/A       Temperate   N/A
## 514         N/A                                  N/A       Temperate   N/A
## 515         N/A                                  N/A       Temperate   N/A
## 516         N/A                                  N/A       Temperate   N/A
## 517         N/A                                  N/A       Temperate   N/A
## 518         N/A                                  N/A       Temperate   N/A
## 519         N/A                                  N/A       Temperate   N/A
## 520         N/A                                  N/A       Temperate   N/A
## 521         N/A                                  N/A       Temperate   N/A
## 522         N/A                                  N/A       Temperate   N/A
## 523         N/A                                  N/A       Temperate   N/A
## 524         N/A                                  N/A       Temperate   N/A
## 525         N/A                                  N/A       Temperate   N/A
## 526         N/A                                  N/A       Temperate   N/A
## 527         N/A                                  N/A       Temperate   N/A
## 528         N/A                                  N/A       Temperate   N/A
## 529         N/A                                  N/A       Temperate   N/A
## 530         N/A                                  N/A       Temperate   N/A
## 531         N/A                                  N/A       Temperate   N/A
## 532         N/A                                  N/A       Temperate   N/A
## 533         N/A                                  N/A       Temperate   N/A
## 534         N/A                                  N/A       Temperate   N/A
## 535         N/A                                  N/A       Temperate   N/A
## 536         N/A                                  N/A       Temperate   N/A
## 537         N/A                                  N/A       Temperate   N/A
## 538         N/A                                  N/A       Temperate   N/A
## 539         N/A                                  N/A       Temperate   N/A
## 540         N/A                                  N/A       Temperate   N/A
## 541         N/A                                  N/A       Temperate   N/A
## 542         N/A                                  N/A       Temperate   N/A
## 543         N/A                                  N/A       Temperate   N/A
## 544         N/A                                  N/A       Temperate   N/A
## 545         N/A                                  N/A       Temperate   N/A
## 546         N/A                                  N/A       Temperate   N/A
## 547         N/A                                  N/A       Temperate   N/A
## 548         N/A                                  N/A       Temperate   N/A
## 549         N/A                                  N/A       Temperate   N/A
## 550         N/A                                  N/A       Temperate   N/A
## 551         N/A                                  N/A       Temperate   N/A
## 552         N/A                                  N/A       Temperate   N/A
## 553         N/A                                  N/A       Temperate   N/A
## 554         N/A                                  N/A       Temperate   N/A
## 555         N/A                                  N/A       Temperate   N/A
## 556         N/A                                  N/A       Temperate   N/A
## 557         N/A                                  N/A       Temperate   N/A
## 558         N/A                                  N/A       Temperate   N/A
## 559         N/A                                  N/A       Temperate   N/A
## 560         N/A                                  N/A       Temperate   N/A
## 561         N/A                                  N/A       Temperate   N/A
## 562         N/A                                  N/A       Temperate   N/A
## 563         N/A                                  N/A       Temperate   N/A
## 564         N/A                                  N/A       Temperate   N/A
## 565         N/A                                  N/A       Temperate   N/A
## 566         N/A                                  N/A       Temperate   N/A
## 567         N/A                                  N/A       Temperate   N/A
## 568         N/A                                  N/A       Temperate   N/A
## 569         N/A                                  N/A       Temperate   N/A
## 570         N/A                                  N/A       Temperate   N/A
## 571         N/A                                  N/A       Temperate   N/A
## 572         N/A                                  N/A       Temperate   N/A
## 573         N/A                                  N/A       Temperate   N/A
## 574         N/A                                  N/A       Temperate   N/A
## 575         N/A                                  N/A       Temperate   N/A
## 576         N/A                                  N/A       Temperate   N/A
## 577         N/A                                  N/A       Temperate   N/A
## 578         N/A                                  N/A       Temperate   N/A
## 579         6.4                            Temperate       Temperate   N/A
## 580         6.4                            Temperate       Temperate   N/A
## 581        27.4                            Tropical          Tropics   N/A
## 582        27.4                            Tropical          Tropics   N/A
## 583        27.4                            Tropical          Tropics   N/A
## 584        27.4                            Tropical          Tropics   N/A
## 585        27.4                            Tropical          Tropics   N/A
## 586         N/A                                  N/A       Temperate   N/A
## 587         N/A                                  N/A       Temperate   N/A
## 588         N/A                                  N/A       Temperate   N/A
## 589         N/A                                  N/A       Temperate   N/A
## 590         N/A                                  N/A       Temperate   N/A
## 591         N/A                                  N/A       Temperate   N/A
## 592         N/A                                  N/A       Temperate   N/A
## 593         N/A                                  N/A       Temperate   N/A
## 594         N/A                                  N/A       Temperate   N/A
## 595         N/A                                  N/A       Temperate   N/A
## 596         N/A                                  N/A       Temperate   N/A
## 597         N/A                                  N/A       Temperate   N/A
## 598         N/A                                  N/A       Temperate   N/A
## 599         N/A                                  N/A       Temperate   N/A
## 600         N/A                                  N/A       Temperate   N/A
## 601        22.3          Subtropical monsoon climate     Sub-tropics      
## 602         N/A                                  N/A     Sub-tropics   N/A
## 603         N/A                                  N/A     Sub-tropics   N/A
## 604         N/A                                  N/A     Sub-tropics   N/A
## 605         N/A                                  N/A     Sub-tropics   N/A
## 606         N/A                                  N/A     Sub-tropics   N/A
## 607         N/A                                  N/A     Sub-tropics   N/A
## 608         N/A                                  N/A     Sub-tropics   N/A
## 609         N/A                                  N/A     Sub-tropics   N/A
## 610         N/A                                  N/A     Sub-tropics   N/A
## 611         N/A                                  N/A     Sub-tropics   N/A
## 612         N/A                                  N/A     Sub-tropics   N/A
## 613         N/A                                  N/A     Sub-tropics   N/A
## 614         N/A                                  N/A     Sub-tropics   N/A
## 615         N/A                                  N/A     Sub-tropics   N/A
## 616         N/A                                  N/A     Sub-tropics   N/A
## 617         N/A                                  N/A     Sub-tropics   N/A
## 618         N/A                                  N/A     Sub-tropics   N/A
## 619         N/A                                  N/A     Sub-tropics   N/A
## 620         N/A                                  N/A     Sub-tropics   N/A
## 621         N/A                                  N/A     Sub-tropics   N/A
## 622         N/A                                  N/A     Sub-tropics   N/A
## 623         N/A                                  N/A     Sub-tropics   N/A
## 624         N/A                                  N/A     Sub-tropics   N/A
## 625         N/A                                  N/A     Sub-tropics   N/A
## 626         N/A                                  N/A     Sub-tropics   N/A
## 627         N/A                                  N/A     Sub-tropics   N/A
## 628         N/A                                  N/A     Sub-tropics   N/A
## 629         N/A                                  N/A     Sub-tropics   N/A
## 630         N/A                                  N/A     Sub-tropics   N/A
## 631         N/A                                  N/A     Sub-tropics   N/A
## 632         N/A                                  N/A     Sub-tropics   N/A
## 633         N/A                                  N/A     Sub-tropics   N/A
## 634         N/A                                  N/A     Sub-tropics   N/A
## 635         N/A                                  N/A     Sub-tropics   N/A
## 636         N/A                                  N/A     Sub-tropics   N/A
## 637         N/A                                  N/A     Sub-tropics   N/A
## 638         N/A                                  N/A     Sub-tropics   N/A
## 639         N/A                                  N/A     Sub-tropics   N/A
## 640         N/A                                  N/A     Sub-tropics   N/A
## 641         N/A                                  N/A     Sub-tropics   N/A
## 642         N/A                                  N/A     Sub-tropics   N/A
## 643         N/A                                  N/A     Sub-tropics   N/A
## 644         N/A                                  N/A     Sub-tropics   N/A
## 645         N/A                                  N/A     Sub-tropics   N/A
## 646         N/A                                  N/A     Sub-tropics   N/A
## 647         N/A                                  N/A     Sub-tropics   N/A
## 648         N/A                                  N/A     Sub-tropics   N/A
## 649         N/A                                  N/A     Sub-tropics   N/A
## 650        24.3            Humid subtropical climate     Sub-tropics   N/A
## 651        24.3            Humid subtropical climate     Sub-tropics   N/A
## 652        24.3            Humid subtropical climate     Sub-tropics   N/A
## 653        24.3            Humid subtropical climate     Sub-tropics   N/A
## 654        24.3            Humid subtropical climate     Sub-tropics   N/A
## 655        24.3            Humid subtropical climate     Sub-tropics   N/A
## 656        24.3            Humid subtropical climate     Sub-tropics   N/A
## 657        24.3            Humid subtropical climate     Sub-tropics   N/A
## 658        24.3            Humid subtropical climate     Sub-tropics   N/A
## 659        24.3            Humid subtropical climate     Sub-tropics   N/A
## 660        24.3            Humid subtropical climate     Sub-tropics   N/A
## 661        24.3            Humid subtropical climate     Sub-tropics   N/A
## 662        24.3            Humid subtropical climate     Sub-tropics   N/A
## 663        24.3            Humid subtropical climate     Sub-tropics   N/A
## 664        24.3            Humid subtropical climate     Sub-tropics   N/A
## 665        17.3                                  N/A       Temperate   N/A
## 666        17.3                                  N/A       Temperate   N/A
## 667        17.3                                  N/A       Temperate   N/A
## 668        17.3                                  N/A       Temperate   N/A
## 669        17.3                                  N/A       Temperate   N/A
## 670           0                                  N/A     Sub-tropics   N/A
## 671           0                                  N/A     Sub-tropics   N/A
## 672           0                                  N/A     Sub-tropics   N/A
## 673           0                                  N/A     Sub-tropics   N/A
## 674           0                                  N/A     Sub-tropics   N/A
## 675           0                                  N/A     Sub-tropics   N/A
## 676           0                                  N/A     Sub-tropics   N/A
## 677           0                                  N/A     Sub-tropics   N/A
## 678           0                                  N/A     Sub-tropics   N/A
## 679           0                                  N/A     Sub-tropics   N/A
## 680           0                                  N/A     Sub-tropics   N/A
## 681        -0.5         continental monsoon climate,       Temperate   N/A
## 682        -0.5         continental monsoon climate,       Temperate   N/A
## 683        -0.5         continental monsoon climate,       Temperate   N/A
## 684        -0.5         continental monsoon climate,       Temperate   N/A
## 685        -0.5         continental monsoon climate,       Temperate   N/A
## 686        -0.5         continental monsoon climate,       Temperate   N/A
## 687        16.2                  subtropical monsoon     Sub-tropics   N/A
## 688        16.2                  subtropical monsoon     Sub-tropics   N/A
## 689        16.2                  subtropical monsoon     Sub-tropics   N/A
## 690        16.2                  subtropical monsoon     Sub-tropics   N/A
## 691        16.2                  subtropical monsoon     Sub-tropics   N/A
## 692        16.2                  subtropical monsoon     Sub-tropics   N/A
## 693        16.2                  subtropical monsoon     Sub-tropics   N/A
## 694        16.2                  subtropical monsoon     Sub-tropics   N/A
## 695        16.2                  subtropical monsoon     Sub-tropics   N/A
## 696        16.2                  subtropical monsoon     Sub-tropics   N/A
## 697        16.2                  subtropical monsoon     Sub-tropics   N/A
## 698        16.2                  subtropical monsoon     Sub-tropics   N/A
## 699        16.2                  subtropical monsoon     Sub-tropics   N/A
## 700        16.2                  subtropical monsoon     Sub-tropics   N/A
## 701        16.2                  subtropical monsoon     Sub-tropics   N/A
## 702        16.2                  subtropical monsoon     Sub-tropics   N/A
## 703        16.2                  subtropical monsoon     Sub-tropics   N/A
## 704        16.2                  subtropical monsoon     Sub-tropics   N/A
## 705        16.2                  subtropical monsoon     Sub-tropics   N/A
## 706        16.2                  subtropical monsoon     Sub-tropics   N/A
## 707        16.2                  subtropical monsoon     Sub-tropics   N/A
## 708        16.2                  subtropical monsoon     Sub-tropics   N/A
## 709        16.2                  subtropical monsoon     Sub-tropics   N/A
## 710        16.2                  subtropical monsoon     Sub-tropics   N/A
## 711        16.2                  subtropical monsoon     Sub-tropics   N/A
## 712        16.2                  subtropical monsoon     Sub-tropics   N/A
## 713        16.2                  subtropical monsoon     Sub-tropics   N/A
## 714        12.5                      montane monsoon     Sub-tropics      
## 715        12.5                      montane monsoon     Sub-tropics      
## 716        12.5                      montane monsoon     Sub-tropics      
## 717           1                                  N/A       Temperate   N/A
## 718           1                                  N/A       Temperate   N/A
## 719           1                                  N/A       Temperate   N/A
## 720           1                                  N/A       Temperate   N/A
## 721           1                                  N/A       Temperate   N/A
## 722           1                                  N/A       Temperate   N/A
## 723           1                                  N/A       Temperate   N/A
## 724           1                                  N/A       Temperate   N/A
## 725           1                                  N/A       Temperate   N/A
## 726           1                                  N/A       Temperate   N/A
## 727           1                                  N/A       Temperate   N/A
## 728           1                                  N/A       Temperate   N/A
## 729           1                                  N/A       Temperate   N/A
## 730           1                                  N/A       Temperate   N/A
## 731           1                                  N/A       Temperate   N/A
## 732           1                                  N/A       Temperate   N/A
## 733           1                                  N/A       Temperate   N/A
## 734           1                                  N/A       Temperate   N/A
## 735           1                                  N/A       Temperate   N/A
## 736           1                                  N/A       Temperate   N/A
## 737          21                  Subtropical monsoon         Tropics   N/A
## 738          21                  Subtropical monsoon         Tropics   N/A
## 739          21                  Subtropical monsoon         Tropics   N/A
## 740          21                  Subtropical monsoon         Tropics   N/A
## 741          21                  Subtropical monsoon         Tropics   N/A
## 742          21                  Subtropical monsoon         Tropics   N/A
## 743          21                  Subtropical monsoon         Tropics   N/A
## 744          21                  Subtropical monsoon         Tropics   N/A
## 745          21                  Subtropical monsoon         Tropics   N/A
## 746          21                  Subtropical monsoon         Tropics   N/A
## 747          21                  Subtropical monsoon         Tropics   N/A
## 748          21                  Subtropical monsoon         Tropics   N/A
## 749          21                  Subtropical monsoon         Tropics   N/A
## 750          21                  Subtropical monsoon         Tropics   N/A
## 751          21                  Subtropical monsoon         Tropics   N/A
## 752          21                  Subtropical monsoon         Tropics   N/A
## 753          21                  Subtropical monsoon         Tropics   N/A
## 754          21                  Subtropical monsoon         Tropics   N/A
## 755          21                  Subtropical monsoon         Tropics   N/A
## 756          21                  Subtropical monsoon         Tropics   N/A
## 757          21                  Subtropical monsoon         Tropics   N/A
## 758          21                  Subtropical monsoon         Tropics   N/A
## 759          21                  Subtropical monsoon         Tropics   N/A
## 760          21                  Subtropical monsoon         Tropics   N/A
## 761          21                  Subtropical monsoon         Tropics   N/A
## 762          21                  Subtropical monsoon         Tropics   N/A
## 763          21                  Subtropical monsoon         Tropics   N/A
## 764          17                        Mediterranean       Temperate   N/A
## 765          17                        Mediterranean       Temperate   N/A
## 766          17                        Mediterranean       Temperate   N/A
## 767          17                        Mediterranean       Temperate   N/A
## 768         4.7                    temperate climate       Temperate   N/A
## 769         4.7                    temperate climate       Temperate   N/A
## 770         4.7                    temperate climate       Temperate   N/A
## 771         4.7                    temperate climate       Temperate   N/A
## 772         4.7                    temperate climate       Temperate   N/A
## 773         4.7                    temperate climate       Temperate   N/A
## 774         4.7                    temperate climate       Temperate   N/A
## 775         4.7                    temperate climate       Temperate   N/A
## 776         4.7                    temperate climate       Temperate   N/A
## 777         4.7                    temperate climate       Temperate   N/A
## 778          15                                  N/A     Sub-tropics   N/A
## 779          15                                  N/A     Sub-tropics   N/A
## 780          15                                  N/A     Sub-tropics   N/A
## 781          15                                  N/A     Sub-tropics   N/A
## 782          15                                  N/A     Sub-tropics   N/A
## 783          15                                  N/A     Sub-tropics   N/A
## 784          15                                  N/A     Sub-tropics   N/A
## 785          15                                  N/A     Sub-tropics   N/A
## 786          15                                  N/A     Sub-tropics   N/A
## 787          15                                  N/A     Sub-tropics   N/A
## 788          15                                  N/A     Sub-tropics   N/A
## 789          15                                  N/A     Sub-tropics   N/A
## 790          15                                  N/A     Sub-tropics   N/A
## 791          15                                  N/A     Sub-tropics   N/A
## 792          15                                  N/A     Sub-tropics   N/A
## 793          15                                  N/A     Sub-tropics   N/A
## 794          15                                  N/A     Sub-tropics   N/A
## 795          15                                  N/A     Sub-tropics   N/A
## 796          15                                  N/A     Sub-tropics   N/A
## 797          15                                  N/A     Sub-tropics   N/A
## 798          15                                  N/A     Sub-tropics   N/A
## 799          15                                  N/A     Sub-tropics   N/A
## 800          15                                  N/A     Sub-tropics   N/A
## 801          15                                  N/A     Sub-tropics   N/A
## 802          15                                  N/A     Sub-tropics   N/A
## 803          15                                  N/A     Sub-tropics   N/A
## 804          -3                                  N/A       Temperate   N/A
## 805          -3                                  N/A       Temperate   N/A
## 806          -3                                  N/A       Temperate   N/A
## 807          -3                                  N/A       Temperate   N/A
## 808          -3                                  N/A       Temperate   N/A
## 809          -3                                  N/A       Temperate   N/A
## 810          -3                                  N/A       Temperate   N/A
## 811          -3                                  N/A       Temperate   N/A
## 812          -3                                  N/A       Temperate   N/A
## 813          -3                                  N/A       Temperate   N/A
## 814          -3                                  N/A       Temperate   N/A
## 815          -3                                  N/A       Temperate   N/A
## 816        22.6    south subtropical monsoon climate         Tropics   N/A
## 817        22.6    south subtropical monsoon climate         Tropics   N/A
## 818        22.6    south subtropical monsoon climate         Tropics   N/A
## 819        22.6    south subtropical monsoon climate         Tropics   N/A
## 820        22.6    south subtropical monsoon climate         Tropics   N/A
## 821        22.6    south subtropical monsoon climate         Tropics   N/A
## 822        22.6    south subtropical monsoon climate         Tropics   N/A
## 823        22.6    south subtropical monsoon climate         Tropics   N/A
## 824        22.6    south subtropical monsoon climate         Tropics   N/A
## 825        22.6    south subtropical monsoon climate         Tropics   N/A
## 826        22.6    south subtropical monsoon climate         Tropics   N/A
## 827        22.6    south subtropical monsoon climate         Tropics   N/A
## 828        22.6    south subtropical monsoon climate         Tropics   N/A
## 829        22.6    south subtropical monsoon climate         Tropics   N/A
## 830        22.6    south subtropical monsoon climate         Tropics   N/A
## 831        22.6    south subtropical monsoon climate         Tropics   N/A
## 832        22.6    south subtropical monsoon climate         Tropics   N/A
## 833        22.6    south subtropical monsoon climate         Tropics   N/A
## 834        22.6    south subtropical monsoon climate         Tropics   N/A
## 835        22.6    south subtropical monsoon climate         Tropics   N/A
## 836        22.6    south subtropical monsoon climate         Tropics   N/A
## 837        22.6    south subtropical monsoon climate         Tropics   N/A
## 838        22.6    south subtropical monsoon climate         Tropics   N/A
## 839        22.6    south subtropical monsoon climate         Tropics   N/A
## 840        22.6    south subtropical monsoon climate         Tropics   N/A
## 841        22.6    south subtropical monsoon climate         Tropics   N/A
## 842        22.6    south subtropical monsoon climate         Tropics   N/A
## 843        22.6    south subtropical monsoon climate         Tropics   N/A
## 844        22.6    south subtropical monsoon climate         Tropics   N/A
## 845        22.6    south subtropical monsoon climate         Tropics   N/A
## 846        22.6    south subtropical monsoon climate         Tropics   N/A
## 847        22.6    south subtropical monsoon climate         Tropics   N/A
## 848        22.6    south subtropical monsoon climate         Tropics   N/A
## 849        22.6    south subtropical monsoon climate         Tropics   N/A
## 850        22.6    south subtropical monsoon climate         Tropics   N/A
## 851        22.6    south subtropical monsoon climate         Tropics   N/A
## 852        22.6    south subtropical monsoon climate         Tropics   N/A
## 853        22.6    south subtropical monsoon climate         Tropics   N/A
## 854        22.6    south subtropical monsoon climate         Tropics   N/A
## 855        22.6    south subtropical monsoon climate         Tropics   N/A
## 856        22.6    south subtropical monsoon climate         Tropics   N/A
## 857        22.6    south subtropical monsoon climate         Tropics   N/A
## 858        22.6    south subtropical monsoon climate         Tropics   N/A
## 859        22.6    south subtropical monsoon climate         Tropics   N/A
## 860         2.1 semiarid continental monsoon climate       Temperate   N/A
## 861         2.1 semiarid continental monsoon climate       Temperate   N/A
## 862         2.1 semiarid continental monsoon climate       Temperate   N/A
## 863         2.1 semiarid continental monsoon climate       Temperate   N/A
## 864         2.1 semiarid continental monsoon climate       Temperate   N/A
## 865         2.1 semiarid continental monsoon climate       Temperate   N/A
## 866         2.1 semiarid continental monsoon climate       Temperate   N/A
## 867         2.1 semiarid continental monsoon climate       Temperate   N/A
##     Soil.C.. Soil.N. Soil.C.N.ratio Soil.pH litterbags_size_cm2 Fauna_available
## 1       12.3    0.57            N/A    4.96                 300          absent
## 2       12.3    0.57            N/A    4.96                 300          absent
## 3       12.3    0.57            N/A    4.96                 300          absent
## 4       12.3    0.57            N/A    4.96                 300          absent
## 5       12.3    0.57            N/A    4.96                 300          absent
## 6       12.3    0.57            N/A    4.96                 300          absent
## 7       12.3    0.57            N/A    4.96                 300          absent
## 8       12.3    0.57            N/A    4.96                 300          absent
## 9       12.3    0.57            N/A    4.96                 300          absent
## 10      12.3    0.57            N/A    4.96                 300          absent
## 11      12.3    0.57            N/A    4.96                 300          absent
## 12      12.3    0.57            N/A    4.96                 300          absent
## 13      12.3    0.57            N/A    4.96                 300         present
## 14      12.3    0.57            N/A    4.96                 300         present
## 15      12.3    0.57            N/A    4.96                 300         present
## 16      12.3    0.57            N/A    4.96                 300         present
## 17      12.3    0.57            N/A    4.96                 300         present
## 18      12.3    0.57            N/A    4.96                 300         present
## 19      12.3    0.57            N/A    4.96                 300         present
## 20      12.3    0.57            N/A    4.96                 300         present
## 21      12.3    0.57            N/A    4.96                 300         present
## 22      12.3    0.57            N/A    4.96                 300         present
## 23      12.3    0.57            N/A    4.96                 300         present
## 24      12.3    0.57            N/A    4.96                 300         present
## 25      43.6     3.9            N/A     5.9                 225          absent
## 26      43.6     3.9            N/A     5.9                 225          absent
## 27      43.6     3.9            N/A     5.9                 225          absent
## 28      43.6     3.9            N/A     5.9                 225          absent
## 29      43.6     3.9            N/A     5.9                 225          absent
## 30      43.6     3.9            N/A     5.9                 225          absent
## 31      43.6     3.9            N/A     5.9                 225          absent
## 32      43.6     3.9            N/A     5.9                 225          absent
## 33      43.6     3.9            N/A     5.9                 225          absent
## 34      43.6     3.9            N/A     5.9                 225          absent
## 35      43.6     3.9            N/A     5.9                 225          absent
## 36      43.6     3.9            N/A     5.9                 225          absent
## 37      43.6     3.9            N/A     5.9                 225          absent
## 38      43.6     3.9            N/A     5.9                 225          absent
## 39      43.6     3.9            N/A     5.9                 225          absent
## 40      43.6     3.9            N/A     5.9                 225          absent
## 41      43.6     3.9            N/A     5.9                 225          absent
## 42      43.6     3.9            N/A     5.9                 225          absent
## 43       N/A     N/A            N/A    5.35                 300         present
## 44       N/A     N/A            N/A    5.35                 300         present
## 45       N/A     N/A            N/A    5.35                 300         present
## 46       N/A     N/A            N/A    5.35                 300         present
## 47       N/A     N/A            N/A    5.35                 300         present
## 48       N/A     N/A            N/A    5.35                 300         present
## 49       N/A     N/A            N/A    5.35                 300         present
## 50       N/A     N/A            N/A    5.35                 300         present
## 51       N/A     N/A            N/A    5.35                 300         present
## 52       N/A     N/A            N/A    5.35                 300         present
## 53       N/A     N/A            N/A    5.35                 300         present
## 54       N/A     N/A            N/A    5.35                 300         present
## 55       N/A     N/A            N/A    5.35                 300         present
## 56       N/A     N/A            N/A    5.35                 300         present
## 57       N/A     N/A            N/A    5.35                 300         present
## 58       N/A     N/A            N/A    5.35                 300         present
## 59       N/A     N/A            N/A     N/A                 225         present
## 60       N/A     N/A            N/A     N/A                 225         present
## 61      2.21    0.15            N/A     4.4                 225          absent
## 62      2.21    0.15            N/A     4.4                 225          absent
## 63      2.21    0.15            N/A     4.4                 225          absent
## 64      2.21    0.15            N/A     4.4                 225          absent
## 65      2.21    0.15            N/A     4.4                 225          absent
## 66      2.21    0.15            N/A     4.4                 225          absent
## 67      2.21    0.15            N/A     4.4                 225          absent
## 68      2.21    0.15            N/A     4.4                 225          absent
## 69      2.21    0.15            N/A     4.4                 225          absent
## 70      2.21    0.15            N/A     4.4                 225          absent
## 71      2.21    0.15            N/A     4.4                 225          absent
## 72      2.21    0.15            N/A     4.4                 225          absent
## 73      2.21    0.15            N/A     4.4                 225          absent
## 74      2.21    0.15            N/A     4.4                 225          absent
## 75      2.21    0.15            N/A     4.4                 225         present
## 76      2.21    0.15            N/A     4.4                 225         present
## 77      2.21    0.15            N/A     4.4                 225         present
## 78      2.21    0.15            N/A     4.4                 225         present
## 79      2.21    0.15            N/A     4.4                 225         present
## 80      2.21    0.15            N/A     4.4                 225         present
## 81      2.21    0.15            N/A     4.4                 225         present
## 82      2.21    0.15            N/A     4.4                 225         present
## 83      2.21    0.15            N/A     4.4                 225         present
## 84      2.21    0.15            N/A     4.4                 225         present
## 85      2.21    0.15            N/A     4.4                 225         present
## 86      2.21    0.15            N/A     4.4                 225         present
## 87      2.21    0.15            N/A     4.4                 225         present
## 88      2.21    0.15            N/A     4.4                 225         present
## 89       N/A     N/A            N/A     5.5                 400          absent
## 90       N/A     N/A            N/A     5.5                 400          absent
## 91       N/A     N/A            N/A     5.5                 400          absent
## 92       N/A     N/A            N/A       4                 144         present
## 93       N/A     N/A            N/A       4                 144         present
## 94       N/A     N/A            N/A       4                 144         present
## 95       N/A     N/A            N/A       4                 144         present
## 96       N/A     N/A            N/A       4                 144         present
## 97       N/A     N/A            N/A       4                 144         present
## 98      12.3    0.57            N/A    4.96                 300          absent
## 99      12.3    0.57            N/A    4.96                 300          absent
## 100     12.3    0.57            N/A    4.96                 300          absent
## 101     12.3    0.57            N/A    4.96                 300          absent
## 102     12.3    0.57            N/A    4.96                 300          absent
## 103     12.3    0.57            N/A    4.96                 300          absent
## 104     12.3    0.57            N/A    4.96                 300          absent
## 105     12.3    0.57            N/A    4.96                 300          absent
## 106     12.3    0.57            N/A    4.96                 300          absent
## 107     12.3    0.57            N/A    4.96                 300          absent
## 108     12.3    0.57            N/A    4.96                 300          absent
## 109     12.3    0.57            N/A    4.96                 300         present
## 110     12.3    0.57            N/A    4.96                 300         present
## 111     12.3    0.57            N/A    4.96                 300         present
## 112     12.3    0.57            N/A    4.96                 300         present
## 113     12.3    0.57            N/A    4.96                 300         present
## 114     12.3    0.57            N/A    4.96                 300         present
## 115     12.3    0.57            N/A    4.96                 300         present
## 116     12.3    0.57            N/A    4.96                 300         present
## 117     12.3    0.57            N/A    4.96                 300         present
## 118     12.3    0.57            N/A    4.96                 300         present
## 119     12.3    0.57            N/A    4.96                 300         present
## 120     12.3    0.57            N/A    4.96                 300         present
## 121     12.3    0.57            N/A    4.96                 300         present
## 122      N/A   0.059            N/A    8.43                 300          absent
## 123      N/A   0.059            N/A    8.43                 300          absent
## 124      N/A   0.059            N/A    8.43                 300          absent
## 125      N/A   0.059            N/A    8.43                 300          absent
## 126      N/A   0.059            N/A    8.43                 300          absent
## 127      N/A   0.059            N/A    8.43                 300          absent
## 128      N/A   0.059            N/A    8.43                 300          absent
## 129      N/A   0.059            N/A    8.43                 300          absent
## 130      N/A   0.059            N/A    8.43                 300          absent
## 131      N/A   0.059            N/A    8.43                 300          absent
## 132      N/A   0.059            N/A    8.43                 300          absent
## 133      N/A   0.059            N/A    8.43                 300          absent
## 134      N/A   0.059            N/A    8.43                 300          absent
## 135      N/A   0.059            N/A    8.43                 300          absent
## 136      N/A   0.059            N/A    8.43                 300          absent
## 137      N/A     N/A            N/A     N/A                 100         present
## 138      N/A     N/A            N/A     N/A                 100         present
## 139      N/A     N/A            N/A     N/A                 100         present
## 140      N/A     N/A            N/A     N/A                 400          absent
## 141      N/A     N/A            N/A     N/A                 400          absent
## 142      N/A     N/A            N/A     N/A                 400          absent
## 143      N/A     N/A            N/A     N/A                 400          absent
## 144      N/A     N/A            N/A     N/A                 400          absent
## 145      N/A     N/A            N/A     N/A                 400          absent
## 146      N/A     N/A            N/A     N/A                 400          absent
## 147      N/A     N/A            N/A     N/A                 400          absent
## 148      N/A     N/A            N/A     N/A                 400          absent
## 149      N/A     N/A            N/A     N/A                 400          absent
## 150      N/A     N/A            N/A     N/A                 400          absent
## 151      N/A     N/A            N/A     N/A                 400          absent
## 152      N/A     N/A            N/A     N/A                  25          absent
## 153      N/A     N/A            N/A     N/A                  25          absent
## 154      N/A     N/A            N/A     N/A                  25          absent
## 155      N/A     N/A            N/A     N/A                  25          absent
## 156      N/A     N/A            N/A     N/A                  25          absent
## 157      N/A     N/A            N/A     N/A                  25          absent
## 158      N/A     N/A            N/A     N/A                  25          absent
## 159      N/A     N/A            N/A     N/A                  25          absent
## 160      N/A     N/A            N/A     N/A                  25          absent
## 161      N/A     N/A            N/A     N/A                  25          absent
## 162      N/A     N/A            N/A     N/A                  25          absent
## 163      N/A     N/A            N/A     N/A                  25          absent
## 164      N/A     N/A            N/A     N/A                  25          absent
## 165      N/A     N/A            N/A     N/A                  25          absent
## 166      N/A     N/A            N/A     N/A                  25          absent
## 167      N/A     N/A            N/A     N/A                  25          absent
## 168      N/A     N/A            N/A     N/A                  25          absent
## 169      N/A     N/A            N/A     N/A                  25          absent
## 170      N/A     N/A            N/A     N/A                  25          absent
## 171      N/A     N/A            N/A     N/A                  25          absent
## 172      N/A     N/A            N/A     N/A                  25          absent
## 173      N/A     N/A            N/A     N/A                  25          absent
## 174      N/A     N/A            N/A     N/A                  25          absent
## 175      N/A     N/A            N/A     N/A                  25          absent
## 176      N/A     N/A            N/A     N/A                 400          absent
## 177      N/A     N/A            N/A     N/A                 400          absent
## 178      N/A     N/A            N/A     N/A                 400          absent
## 179      N/A     N/A            N/A     N/A                 400          absent
## 180      N/A     N/A            N/A     N/A                 400          absent
## 181      N/A     N/A            N/A     N/A                 400          absent
## 182      N/A     N/A            N/A     N/A                 400          absent
## 183      N/A     N/A            N/A     N/A                 400          absent
## 184     0.65   0.052            N/A       6                 100          absent
## 185     0.65   0.052            N/A       6                 100          absent
## 186     0.65   0.052            N/A       6                 100          absent
## 187     0.65   0.052            N/A       6                 100          absent
## 188     0.65   0.052            N/A       6                 100          absent
## 189     0.65   0.052            N/A       6                 100          absent
## 190      N/A     N/A            N/A     N/A                 225         present
## 191      N/A     N/A            N/A     N/A                 225         present
## 192      N/A     N/A            N/A     N/A                 225         present
## 193      N/A     N/A            N/A     N/A                 225         present
## 194      N/A     N/A            N/A     N/A                 300          absent
## 195      N/A     N/A            N/A     N/A                 300          absent
## 196      N/A     N/A            N/A     N/A                 300          absent
## 197      N/A     N/A            N/A     N/A                 300          absent
## 198      N/A     N/A            N/A     N/A                 300          absent
## 199      N/A     N/A            N/A     N/A                 300          absent
## 200      N/A     N/A            N/A     N/A                 400          absent
## 201      N/A     N/A            N/A     N/A                 400          absent
## 202      N/A     N/A            N/A     N/A                 400          absent
## 203      N/A     N/A            N/A     N/A                 400          absent
## 204      N/A     N/A            N/A     N/A                 400          absent
## 205      N/A     N/A            N/A     N/A                 400          absent
## 206      N/A     N/A            N/A     N/A                 400          absent
## 207      N/A     N/A            N/A     N/A                 400          absent
## 208      N/A     N/A            N/A     N/A                 400          absent
## 209      N/A     N/A            N/A     N/A                 400          absent
## 210      N/A     N/A            N/A     N/A                 300          absent
## 211      N/A     N/A            N/A     N/A                 300         present
## 212      N/A     N/A            N/A     N/A                 300         present
## 213      N/A     N/A            N/A     N/A                 300          absent
## 214      N/A     N/A            N/A     N/A                 300         present
## 215      N/A     N/A            N/A     N/A                 300         present
## 216      N/A     N/A            N/A     N/A                 100          absent
## 217      N/A     N/A            N/A     N/A                 100          absent
## 218      N/A     N/A            N/A     N/A                 100          absent
## 219      N/A     N/A            N/A     N/A                 100          absent
## 220      N/A     N/A            N/A     N/A                 100          absent
## 221      N/A     N/A            N/A     N/A                 100          absent
## 222      N/A     N/A            N/A     N/A                 225         present
## 223      N/A     N/A            N/A     N/A                 225         present
## 224      N/A     N/A            N/A     N/A                 225         present
## 225      N/A     N/A            N/A     N/A                 225         present
## 226      N/A     N/A            N/A     N/A                 400          absent
## 227      N/A     N/A            N/A     N/A                 400          absent
## 228      N/A     N/A            N/A     N/A                 400          absent
## 229      N/A     N/A            N/A     N/A                 400          absent
## 230      N/A     N/A            N/A     N/A                 400          absent
## 231      N/A     N/A            N/A     N/A                 400          absent
## 232      N/A     N/A            N/A     N/A                 400          absent
## 233      N/A     N/A            N/A     N/A                 400          absent
## 234      N/A     N/A            N/A     N/A                 400          absent
## 235      N/A     N/A            N/A     N/A                 400          absent
## 236      N/A     N/A            N/A     N/A                 400          absent
## 237      N/A     N/A            N/A     N/A                 400          absent
## 238      N/A     N/A            N/A     N/A                 400          absent
## 239      N/A     N/A            N/A     N/A                 400          absent
## 240      N/A     N/A            N/A     N/A                 400          absent
## 241      N/A     N/A            N/A     N/A                 400          absent
## 242      N/A     N/A            N/A     N/A                 400          absent
## 243      N/A     N/A            N/A     N/A                 400          absent
## 244      N/A     N/A            N/A     N/A                 400          absent
## 245      N/A     N/A            N/A     N/A                 400          absent
## 246      N/A     N/A            N/A     N/A                 400          absent
## 247      N/A     N/A            N/A     N/A                 400          absent
## 248      N/A     N/A            N/A     N/A                 400          absent
## 249      N/A     N/A            N/A     N/A                 400          absent
## 250      N/A     N/A            N/A     N/A                 400          absent
## 251      N/A     N/A            N/A     N/A                 400          absent
## 252      N/A     N/A            N/A     N/A                 400          absent
## 253      N/A     N/A            N/A     N/A                 400          absent
## 254      N/A     N/A            N/A     N/A                 400          absent
## 255      N/A     N/A            N/A     N/A                 400          absent
## 256      N/A     N/A            N/A     N/A                 400          absent
## 257      N/A     N/A            N/A     N/A                 400          absent
## 258      N/A     N/A            N/A     N/A                 400          absent
## 259      N/A     N/A            N/A     N/A                 600         present
## 260      N/A     N/A            N/A     N/A                 600         present
## 261      N/A     N/A            N/A     N/A                 600         present
## 262      N/A     N/A            N/A     N/A                 600         present
## 263      N/A     N/A            N/A     N/A                 600         present
## 264     19.7     0.6           14.6       4                 200          absent
## 265     19.7     0.6           14.6       4                 200          absent
## 266     19.7     0.6           14.6       4                 200          absent
## 267     19.7     0.6           14.6       4                 200          absent
## 268     19.7     0.6           14.6       4                 200          absent
## 269     19.7     0.6           14.6       4                 200          absent
## 270     19.7     0.6           14.6       4                 200          absent
## 271     19.7     0.6           14.6       4                 200          absent
## 272     19.7     0.6           14.6       4                 200          absent
## 273     19.7     0.6           14.6       4                 200          absent
## 274     19.7     0.6           14.6       4                 200          absent
## 275     19.7     0.6           14.6       4                 200          absent
## 276     16.2    0.43             14       4                 200          absent
## 277     16.2    0.43             14       4                 200          absent
## 278     16.2    0.43             14       4                 200          absent
## 279     16.2    0.43             14       4                 200          absent
## 280     16.2    0.43             14       4                 200          absent
## 281     16.2    0.43             14       4                 200          absent
## 282     16.2    0.43             14       4                 200          absent
## 283     16.2    0.43             14       4                 200          absent
## 284     16.2    0.43             14       4                 200          absent
## 285     16.2    0.43             14       4                 200          absent
## 286     16.2    0.43             14       4                 200          absent
## 287     16.2    0.43             14       4                 200          absent
## 288     13.3     0.3             15     4.3                 200          absent
## 289     13.3     0.3             15     4.3                 200          absent
## 290     13.3     0.3             15     4.3                 200          absent
## 291     13.3     0.3             15     4.3                 200          absent
## 292     13.3     0.3             15     4.3                 200          absent
## 293     13.3     0.3             15     4.3                 200          absent
## 294     13.3     0.3             15     4.3                 200          absent
## 295     13.3     0.3             15     4.3                 200          absent
## 296     13.3     0.3             15     4.3                 200          absent
## 297     13.3     0.3             15     4.3                 200          absent
## 298     13.3     0.3             15     4.3                 200          absent
## 299     13.3     0.3             15     4.3                 200          absent
## 300      N/A     N/A            N/A     N/A                 300          absent
## 301      N/A     N/A            N/A     N/A                 300          absent
## 302      N/A     N/A            N/A     N/A                 300          absent
## 303      N/A     N/A            N/A     N/A                 300          absent
## 304      N/A     N/A            N/A     N/A                 300          absent
## 305      N/A     N/A            N/A     N/A                 300          absent
## 306      N/A     N/A            N/A     N/A                 300          absent
## 307      N/A     N/A            N/A    4.26                 100          absent
## 308      N/A     N/A            N/A    4.26                 100          absent
## 309      N/A     N/A            N/A    4.26                 100          absent
## 310      N/A     N/A            N/A    4.26                 100          absent
## 311      N/A     N/A            N/A    4.26                 100          absent
## 312      N/A     N/A            N/A    4.26                 100          absent
## 313      N/A     N/A            N/A     N/A                 600         present
## 314      N/A     N/A            N/A     N/A                 600         present
## 315      N/A     N/A            N/A     N/A                 600         present
## 316      N/A   0.093            N/A    5.62                 600         present
## 317      N/A   0.093            N/A    5.62                 600         present
## 318      N/A   0.093            N/A    5.62                 600         present
## 319      N/A   0.093            N/A    5.62                 600         present
## 320      N/A   0.093            N/A    5.62                 600         present
## 321      N/A     N/A            N/A       7                 400         present
## 322      N/A     N/A            N/A       7                 400         present
## 323      N/A     N/A            N/A       7                 400         present
## 324      N/A     N/A            N/A       7                 400         present
## 325      N/A     N/A            N/A       7                 400         present
## 326      N/A     N/A            N/A       7                 400         present
## 327      N/A     N/A            N/A       7                 400         present
## 328      N/A     N/A            N/A       7                 400         present
## 329      N/A     N/A            N/A       7                 400         present
## 330      N/A     N/A            N/A       7                 400         present
## 331      N/A     N/A            N/A       7                 400         present
## 332      N/A     N/A            N/A       7                 400         present
## 333      N/A     N/A            N/A       7                 400         present
## 334      N/A     N/A            N/A       7                 400         present
## 335      N/A     N/A            N/A       7                 400         present
## 336      N/A     N/A            N/A       7                 400         present
## 337      N/A     N/A            N/A       7                 400         present
## 338      N/A     N/A            N/A       7                 400         present
## 339      N/A     N/A            N/A       7                 400         present
## 340      N/A     N/A            N/A       7                 400         present
## 341      N/A     N/A            N/A       7                 400         present
## 342      N/A     N/A            N/A       7                 400         present
## 343    2.242   0.075            N/A    4.65                 225          absent
## 344    2.242   0.075            N/A    4.65                 225          absent
## 345    2.242   0.075            N/A    4.65                 225          absent
## 346    2.242   0.075            N/A    4.65                 225          absent
## 347      N/A     N/A            N/A     N/A                 625         present
## 348      N/A     N/A            N/A     N/A                 625         present
## 349    0.588   0.054            N/A     N/A                 225          absent
## 350    0.716   0.092            N/A     N/A                 225         present
## 351    0.393   0.037            N/A     N/A                 225          absent
## 352    0.588   0.054            N/A     N/A                 225         present
## 353    0.716   0.092            N/A     N/A                 225          absent
## 354    0.393   0.037            N/A     N/A                 225         present
## 355    0.588   0.054            N/A     N/A                 225          absent
## 356    0.716   0.092            N/A     N/A                 225         present
## 357    0.393   0.037            N/A     N/A                 225          absent
## 358    0.588   0.054            N/A     N/A                 225         present
## 359    0.716   0.092            N/A     N/A                 225          absent
## 360    0.393   0.037            N/A     N/A                 225         present
## 361      N/A     N/A            N/A     N/A                 225          absent
## 362      N/A     N/A            N/A     N/A                 225          absent
## 363      N/A     N/A            N/A     N/A                 225          absent
## 364      N/A     N/A            N/A     N/A                 225          absent
## 365      N/A     N/A            N/A     N/A                 225          absent
## 366      N/A     N/A            N/A     N/A                 225          absent
## 367      N/A     N/A            N/A     N/A                 225          absent
## 368      N/A     N/A            N/A     N/A                 225          absent
## 369      N/A     N/A            N/A     N/A                 225          absent
## 370      N/A     N/A            N/A     N/A                 225          absent
## 371      N/A     N/A            N/A     N/A                 225          absent
## 372      N/A     N/A            N/A     N/A                 225          absent
## 373      N/A     N/A            N/A     N/A                 400          absent
## 374      N/A     N/A            N/A     N/A                 400          absent
## 375      N/A     N/A            N/A     N/A                 400          absent
## 376      N/A     N/A            N/A     N/A                 400          absent
## 377      N/A     N/A            N/A     N/A                 400          absent
## 378      N/A     N/A            N/A     N/A                 400          absent
## 379      N/A     N/A            N/A     N/A                 400          absent
## 380      N/A     N/A            N/A     N/A                 400          absent
## 381      N/A     N/A            N/A     N/A                 400          absent
## 382      N/A     N/A            N/A     N/A                 400          absent
## 383      N/A     N/A            N/A     N/A                 400          absent
## 384      N/A     N/A            N/A     N/A                 400          absent
## 385      N/A     N/A            N/A     N/A                 400          absent
## 386      N/A     N/A            N/A     N/A                 400          absent
## 387      N/A     N/A            N/A     N/A                 400          absent
## 388      N/A     N/A            N/A     N/A                 400          absent
## 389      N/A     N/A            N/A     N/A                 400          absent
## 390      N/A     N/A            N/A     N/A                 400          absent
## 391      N/A     N/A            N/A     N/A                 400          absent
## 392      N/A     N/A            N/A     N/A                 400          absent
## 393      N/A     N/A            N/A     N/A                 400          absent
## 394      N/A     N/A            N/A     N/A                 400          absent
## 395      N/A     N/A            N/A     N/A                 400          absent
## 396      N/A     N/A            N/A     N/A                 400          absent
## 397      N/A     N/A            N/A     N/A                 400          absent
## 398      N/A     N/A            N/A     N/A                 400          absent
## 399      N/A     N/A            N/A     N/A                 400          absent
## 400      N/A     N/A            N/A     N/A                 400          absent
## 401      N/A     N/A            N/A     N/A                 400          absent
## 402      N/A     N/A            N/A     N/A                 400          absent
## 403      N/A     N/A            N/A     N/A                 400          absent
## 404      N/A     N/A            N/A     N/A                 400          absent
## 405      N/A     N/A            N/A     N/A                 400          absent
## 406      N/A     N/A            N/A     N/A                 400          absent
## 407      N/A     N/A            N/A     N/A                 400          absent
## 408      N/A     N/A            N/A     N/A                 400          absent
## 409      N/A     N/A            N/A     N/A                 400          absent
## 410      N/A     N/A            N/A     N/A                 400          absent
## 411      N/A     N/A            N/A     N/A                 400          absent
## 412      N/A     N/A            N/A     N/A                 400          absent
## 413      N/A     N/A            N/A     N/A                 400          absent
## 414      N/A     N/A            N/A     N/A                 400          absent
## 415      N/A     N/A            N/A     N/A                 400          absent
## 416      N/A     N/A            N/A     N/A                 400          absent
## 417      N/A     N/A            N/A     N/A                 400          absent
## 418      N/A     N/A            N/A     N/A                 400          absent
## 419      N/A     N/A            N/A     N/A                 400          absent
## 420      N/A     N/A            N/A     N/A                 400          absent
## 421      N/A     N/A            N/A     N/A                 400          absent
## 422      N/A     N/A            N/A     N/A                 400          absent
## 423      N/A     N/A            N/A     N/A                 400          absent
## 424      N/A     N/A            N/A     N/A                 400          absent
## 425      N/A     N/A            N/A     N/A                 400          absent
## 426      N/A     N/A            N/A     N/A                 400          absent
## 427      N/A     N/A            N/A     N/A                 400          absent
## 428      N/A     N/A            N/A     N/A                 400          absent
## 429      N/A     N/A            N/A     N/A                 400          absent
## 430      N/A     N/A            N/A     N/A                 400          absent
## 431      N/A     N/A            N/A     N/A                 400          absent
## 432      N/A     N/A            N/A     N/A                 400          absent
## 433      N/A     N/A            N/A     N/A                 400          absent
## 434      N/A     N/A            N/A     N/A                 400          absent
## 435      N/A     N/A            N/A     N/A                 400          absent
## 436      N/A     N/A            N/A     N/A                 400          absent
## 437      N/A     N/A            N/A     N/A                 400          absent
## 438      N/A     N/A            N/A     N/A                 400          absent
## 439      N/A     N/A            N/A     N/A                 400          absent
## 440      N/A     N/A            N/A     N/A                 400          absent
## 441      N/A     N/A            N/A     N/A                 400          absent
## 442      N/A     N/A            N/A     N/A                 400          absent
## 443      N/A     N/A            N/A     N/A                 400          absent
## 444      N/A     N/A            N/A     N/A                 400          absent
## 445      N/A     N/A            N/A     N/A                 400          absent
## 446      N/A     N/A            N/A     N/A                 400          absent
## 447      N/A     N/A            N/A     N/A                 400          absent
## 448      N/A     N/A            N/A     N/A                 400          absent
## 449      N/A     N/A            N/A     N/A                 400          absent
## 450      N/A     N/A            N/A     N/A                 400          absent
## 451      N/A     N/A            N/A     N/A                 400          absent
## 452      N/A     N/A            N/A     N/A                 400          absent
## 453      N/A     N/A            N/A     N/A                 400          absent
## 454      N/A     N/A            N/A     N/A                 400          absent
## 455      N/A     N/A            N/A     N/A                 400          absent
## 456      N/A     N/A            N/A     N/A                 400          absent
## 457      N/A     N/A            N/A     N/A                 400          absent
## 458      N/A     N/A            N/A     N/A                 400          absent
## 459      N/A     N/A            N/A     N/A                 400          absent
## 460      N/A     N/A            N/A     N/A                 400          absent
## 461      N/A     N/A            N/A     N/A                 400          absent
## 462      N/A     N/A            N/A     N/A                 400          absent
## 463      N/A     N/A            N/A     N/A                 400          absent
## 464      N/A     N/A            N/A     N/A                 400          absent
## 465      N/A     N/A            N/A     N/A                 400          absent
## 466      N/A     N/A            N/A     N/A                 400          absent
## 467      N/A     N/A            N/A     N/A                 400          absent
## 468      N/A     N/A            N/A     N/A                 400          absent
## 469      N/A     N/A            N/A     N/A                 400          absent
## 470      N/A     N/A            N/A     N/A                 400          absent
## 471      N/A     N/A            N/A     N/A                 400          absent
## 472      N/A     N/A            N/A     N/A                 400          absent
## 473      N/A     N/A            N/A     N/A                 400          absent
## 474      N/A     N/A            N/A     N/A                 400          absent
## 475      N/A     N/A            N/A     N/A                 400          absent
## 476      N/A     N/A            N/A     N/A                 400          absent
## 477      N/A     N/A            N/A     N/A                 400          absent
## 478      N/A     N/A            N/A     N/A                 400          absent
## 479      N/A     N/A            N/A     N/A                 400          absent
## 480      N/A     N/A            N/A     N/A                 400          absent
## 481      N/A     N/A            N/A     N/A                 400          absent
## 482      N/A     N/A            N/A     N/A                 400          absent
## 483      N/A     N/A            N/A     N/A                 400          absent
## 484      N/A     N/A            N/A     N/A                 400          absent
## 485      N/A     N/A            N/A     N/A                 400          absent
## 486      N/A     N/A            N/A     N/A                 400          absent
## 487      N/A     N/A            N/A     N/A                 400          absent
## 488      N/A     N/A            N/A     N/A                 400          absent
## 489      N/A     N/A            N/A     N/A                 400          absent
## 490      N/A     N/A            N/A     N/A                 400          absent
## 491      N/A     N/A            N/A     N/A                 400          absent
## 492      N/A     N/A            N/A     N/A                 400          absent
## 493      N/A     N/A            N/A     N/A                 400          absent
## 494      N/A     N/A            N/A     N/A                 400          absent
## 495      N/A     N/A            N/A     N/A                 400          absent
## 496      N/A     N/A            N/A     N/A                 400          absent
## 497      N/A     N/A            N/A     N/A                 400          absent
## 498      N/A     N/A            N/A     N/A                 400          absent
## 499      N/A     N/A            N/A     N/A                 400          absent
## 500      N/A     N/A            N/A     N/A                 400          absent
## 501      N/A     N/A            N/A     N/A                 400          absent
## 502      N/A     N/A            N/A     N/A                 400          absent
## 503      N/A     N/A            N/A     N/A                 400          absent
## 504      N/A     N/A            N/A     N/A                 400          absent
## 505      N/A     N/A            N/A     N/A                 400          absent
## 506      N/A     N/A            N/A     N/A                 400          absent
## 507      N/A     N/A            N/A     N/A                 400          absent
## 508      N/A     N/A            N/A     N/A                 400          absent
## 509      N/A     N/A            N/A     N/A                 400          absent
## 510      N/A     N/A            N/A     N/A                 400          absent
## 511      N/A     N/A            N/A     N/A                 400          absent
## 512      N/A     N/A            N/A     N/A                 400          absent
## 513      N/A     N/A            N/A     N/A                 400          absent
## 514      N/A     N/A            N/A     N/A                 400          absent
## 515      N/A     N/A            N/A     N/A              69.225          absent
## 516      N/A     N/A            N/A     N/A              69.225          absent
## 517      N/A     N/A            N/A     N/A              69.225          absent
## 518      N/A     N/A            N/A     N/A              69.225          absent
## 519      N/A     N/A            N/A     N/A              69.225          absent
## 520      N/A     N/A            N/A     N/A              69.225          absent
## 521      N/A     N/A            N/A     N/A              69.225          absent
## 522      N/A     N/A            N/A     N/A              69.225          absent
## 523      N/A     N/A            N/A     N/A              69.225          absent
## 524      N/A     N/A            N/A     N/A              69.225          absent
## 525      N/A     N/A            N/A     N/A              69.225          absent
## 526      N/A     N/A            N/A     N/A              69.225          absent
## 527      N/A     N/A            N/A     N/A              69.225          absent
## 528      N/A     N/A            N/A     N/A              69.225          absent
## 529      N/A     N/A            N/A     N/A              69.225          absent
## 530      N/A     N/A            N/A     N/A              69.225          absent
## 531      N/A     N/A            N/A     N/A              69.225          absent
## 532      N/A     N/A            N/A     N/A              69.225          absent
## 533      N/A     N/A            N/A     N/A              69.225          absent
## 534      N/A     N/A            N/A     N/A              69.225          absent
## 535      N/A     N/A            N/A     N/A              69.225          absent
## 536      N/A     N/A            N/A     N/A              69.225          absent
## 537      N/A     N/A            N/A     N/A              69.225          absent
## 538      N/A     N/A            N/A     N/A              69.225          absent
## 539      N/A     N/A           19.8     N/A                 100          absent
## 540      N/A     N/A           19.8     N/A                 100          absent
## 541      N/A     N/A           19.8     N/A                 100          absent
## 542      N/A     N/A           23.8     N/A                 100          absent
## 543      N/A     N/A           23.9     N/A                 100          absent
## 544      N/A     N/A           23.9     N/A                 100          absent
## 545      N/A     N/A           23.9     N/A                 100          absent
## 546      N/A     N/A           23.9     N/A                 100          absent
## 547      N/A     N/A           23.9     N/A                 100          absent
## 548      N/A     N/A           23.9     N/A                 100          absent
## 549      N/A     N/A           23.9     N/A                 100          absent
## 550      N/A     N/A           23.9     N/A                 100          absent
## 551      N/A     N/A           23.9     N/A                 100          absent
## 552      N/A     N/A           23.7     N/A                 100          absent
## 553      N/A     N/A           23.7     N/A                 100          absent
## 554      N/A     N/A           23.7     N/A                 100          absent
## 555      N/A     N/A           23.7     N/A                 100          absent
## 556      N/A     N/A           23.7     N/A                 100          absent
## 557      N/A     N/A           23.7     N/A                 100          absent
## 558      N/A     N/A           23.7     N/A                 100          absent
## 559      N/A     N/A           23.7     N/A                 100          absent
## 560      N/A     N/A           23.7     N/A                 100          absent
## 561      N/A     N/A           23.9     N/A                 100          absent
## 562      N/A     N/A           23.9     N/A                 100          absent
## 563      N/A     N/A           23.9     N/A                 100          absent
## 564      N/A     N/A           23.9     N/A                 100          absent
## 565      N/A     N/A           23.9     N/A                 100          absent
## 566      N/A     N/A           23.9     N/A                 100          absent
## 567      N/A     N/A           23.9     N/A                 100          absent
## 568      N/A     N/A           23.9     N/A                 100          absent
## 569      N/A     N/A           23.9     N/A                 100          absent
## 570      N/A     N/A           23.7     N/A                 100          absent
## 571      N/A     N/A           23.7     N/A                 100          absent
## 572      N/A     N/A           23.7     N/A                 100          absent
## 573      N/A     N/A           23.7     N/A                 100          absent
## 574      N/A     N/A           23.7     N/A                 100          absent
## 575      N/A     N/A           23.7     N/A                 100          absent
## 576      N/A     N/A           23.7     N/A                 100          absent
## 577      N/A     N/A           23.7     N/A                 100          absent
## 578      N/A     N/A           23.7     N/A                 100          absent
## 579    0.315   0.024            N/A     N/A                 100         present
## 580    0.315   0.024            N/A     N/A                 100         present
## 581      N/A     N/A            N/A     N/A                 400         present
## 582      N/A     N/A            N/A     N/A                 400         present
## 583      N/A     N/A            N/A     N/A                 400         present
## 584      N/A     N/A            N/A     N/A                 400         present
## 585      N/A     N/A            N/A     N/A                 400         present
## 586      N/A     N/A           13.5     N/A                1000          absent
## 587      N/A     N/A           13.5     N/A                1000          absent
## 588      N/A     N/A           13.5     N/A                1000          absent
## 589      N/A     N/A           13.5     N/A                1000          absent
## 590      N/A     N/A           13.5     N/A                1000          absent
## 591      N/A     N/A           13.5     N/A                1000          absent
## 592      N/A     N/A           13.5     N/A                1000          absent
## 593      N/A     N/A           13.5     N/A                1000          absent
## 594      N/A     N/A           13.5     N/A                1000          absent
## 595      N/A     N/A           13.5     N/A                1000          absent
## 596      N/A     N/A           13.5     N/A                1000          absent
## 597      N/A     N/A           13.5     N/A                1000          absent
## 598      N/A     N/A           13.5     N/A                1000          absent
## 599      N/A     N/A           13.5     N/A                1000          absent
## 600      N/A     N/A           13.5     N/A                1000          absent
## 601    2.847   0.144          19.84    3.79                 625          absent
## 602      N/A     N/A            N/A     N/A                 625          absent
## 603      N/A     N/A            N/A     N/A                 625         present
## 604      N/A     N/A            N/A     N/A                 625          absent
## 605      N/A     N/A            N/A     N/A                 625         present
## 606      N/A     N/A            N/A     N/A                 625          absent
## 607      N/A     N/A            N/A     N/A                 625         present
## 608      N/A     N/A            N/A     N/A                 625          absent
## 609      N/A     N/A            N/A     N/A                 625         present
## 610      N/A     N/A            N/A     N/A                 625          absent
## 611      N/A     N/A            N/A     N/A                 625         present
## 612      N/A     N/A            N/A     N/A                 625          absent
## 613      N/A     N/A            N/A     N/A                 625         present
## 614      N/A     N/A            N/A     N/A                 625          absent
## 615      N/A     N/A            N/A     N/A                 625         present
## 616      N/A     N/A            N/A     N/A                 625          absent
## 617      N/A     N/A            N/A     N/A                 625         present
## 618      N/A     N/A            N/A     N/A                 625          absent
## 619      N/A     N/A            N/A     N/A                 625         present
## 620      N/A     N/A            N/A     N/A                 625          absent
## 621      N/A     N/A            N/A     N/A                 625         present
## 622      N/A     N/A            N/A     N/A                 625          absent
## 623      N/A     N/A            N/A     N/A                 625         present
## 624      N/A     N/A            N/A     N/A                 625          absent
## 625      N/A     N/A            N/A     N/A                 625         present
## 626      N/A     N/A            N/A     N/A                 625          absent
## 627      N/A     N/A            N/A     N/A                 625         present
## 628      N/A     N/A            N/A     N/A                 625          absent
## 629      N/A     N/A            N/A     N/A                 625         present
## 630      N/A     N/A            N/A     N/A                 625          absent
## 631      N/A     N/A            N/A     N/A                 625         present
## 632      N/A     N/A            N/A     N/A                 625          absent
## 633      N/A     N/A            N/A     N/A                 625         present
## 634      N/A     N/A            N/A     N/A                 625          absent
## 635      N/A     N/A            N/A     N/A                 625         present
## 636      N/A     N/A            N/A     N/A                 625          absent
## 637      N/A     N/A            N/A     N/A                 625         present
## 638      N/A     N/A            N/A     N/A                 625          absent
## 639      N/A     N/A            N/A     N/A                 625         present
## 640      N/A     N/A            N/A     N/A                 625          absent
## 641      N/A     N/A            N/A     N/A                 625         present
## 642      N/A     N/A            N/A     N/A                 625          absent
## 643      N/A     N/A            N/A     N/A                 625         present
## 644      N/A     N/A            N/A     N/A                 625          absent
## 645      N/A     N/A            N/A     N/A                 625         present
## 646      N/A     N/A            N/A     N/A                 625          absent
## 647      N/A     N/A            N/A     N/A                 625         present
## 648      N/A     N/A            N/A     N/A                 625          absent
## 649      N/A     N/A            N/A     N/A                 625         present
## 650      1.2    0.09            N/A    6.18                 400         present
## 651      1.2    0.09            N/A    6.18                 400         present
## 652      1.2    0.09            N/A    6.18                 400         present
## 653      1.2    0.09            N/A    6.18                 400         present
## 654      1.2    0.09            N/A    6.18                 400         present
## 655      1.2    0.09            N/A    6.18                 400         present
## 656      1.2    0.09            N/A    6.18                 400         present
## 657      1.2    0.09            N/A    6.18                 400         present
## 658      1.2    0.09            N/A    6.18                 400         present
## 659      1.2    0.09            N/A    6.18                 400         present
## 660      1.2    0.09            N/A    6.18                 400         present
## 661      1.2    0.09            N/A    6.18                 400         present
## 662      1.2    0.09            N/A    6.18                 400         present
## 663      1.2    0.09            N/A    6.18                 400         present
## 664      1.2    0.09            N/A    6.18                 400         present
## 665      N/A     N/A            N/A       7                 600         present
## 666      N/A     N/A            N/A       7                 600         present
## 667      N/A     N/A            N/A       7                 600         present
## 668      N/A     N/A            N/A       7                 600         present
## 669      N/A     N/A            N/A       7                 600         present
## 670     0.79   0.082            N/A    8.92                 400         present
## 671     0.79   0.082            N/A    8.92                 400         present
## 672     0.79   0.082            N/A    8.92                 400         present
## 673     0.79   0.082            N/A    8.92                 400         present
## 674     0.79   0.082            N/A    8.92                 400         present
## 675     0.79   0.082            N/A    8.92                 400         present
## 676     0.79   0.082            N/A    8.92                 400         present
## 677     0.79   0.082            N/A    8.92                 400         present
## 678     0.79   0.082            N/A    8.92                 400         present
## 679     0.79   0.082            N/A    8.92                 400         present
## 680     0.79   0.082            N/A    8.92                 400         present
## 681      N/A     N/A            N/A    5.41                 400          absent
## 682      N/A     N/A            N/A    5.41                 400          absent
## 683      N/A     N/A            N/A    5.41                 400          absent
## 684      N/A     N/A            N/A    5.41                 400          absent
## 685      N/A     N/A            N/A    5.41                 400          absent
## 686      N/A     N/A            N/A    5.41                 400          absent
## 687      N/A     N/A            N/A     N/A                 500          absent
## 688      N/A     N/A            N/A     N/A                 500          absent
## 689      N/A     N/A            N/A     N/A                 500          absent
## 690      N/A     N/A            N/A     N/A                 500          absent
## 691      N/A     N/A            N/A     N/A                 500          absent
## 692      N/A     N/A            N/A     N/A                 500          absent
## 693      N/A     N/A            N/A     N/A                 500          absent
## 694      N/A     N/A            N/A     N/A                 500          absent
## 695      N/A     N/A            N/A     N/A                 500          absent
## 696      N/A     N/A            N/A     N/A                 500          absent
## 697      N/A     N/A            N/A     N/A                 500          absent
## 698      N/A     N/A            N/A     N/A                 500          absent
## 699      N/A     N/A            N/A     N/A                 500          absent
## 700      N/A     N/A            N/A     N/A                 500          absent
## 701      N/A     N/A            N/A     N/A                 500          absent
## 702      N/A     N/A            N/A     N/A                 500          absent
## 703      N/A     N/A            N/A     N/A                 500          absent
## 704      N/A     N/A            N/A     N/A                 500          absent
## 705      N/A     N/A            N/A     N/A                 500          absent
## 706      N/A     N/A            N/A     N/A                 500          absent
## 707      N/A     N/A            N/A     N/A                 500          absent
## 708      N/A     N/A            N/A     N/A                 500          absent
## 709      N/A     N/A            N/A     N/A                 500          absent
## 710      N/A     N/A            N/A     N/A                 500          absent
## 711      N/A     N/A            N/A     N/A                 500          absent
## 712      N/A     N/A            N/A     N/A                 500          absent
## 713      N/A     N/A            N/A     N/A                 500          absent
## 714     6.88    0.28            N/A    5.65                 300          absent
## 715     6.88    0.28            N/A    5.65                 300          absent
## 716     6.88    0.28            N/A    5.65                 300          absent
## 717      N/A     N/A            N/A     N/A                 175         present
## 718      N/A     N/A            N/A     N/A                 170         present
## 719      N/A     N/A            N/A     N/A                 150         present
## 720      N/A     N/A            N/A     N/A                 195         present
## 721      N/A     N/A            N/A     N/A                 165         present
## 722      N/A     N/A            N/A     N/A                 130         present
## 723      N/A     N/A            N/A     N/A                 120         present
## 724      N/A     N/A            N/A     N/A                 145         present
## 725      N/A     N/A            N/A     N/A                 115         present
## 726      N/A     N/A            N/A     N/A                 140         present
## 727      N/A     N/A            N/A     N/A                 200         present
## 728      N/A     N/A            N/A     N/A                 140         present
## 729      N/A     N/A            N/A     N/A                 160         present
## 730      N/A     N/A            N/A     N/A                 160         present
## 731      N/A     N/A            N/A     N/A                 120         present
## 732      N/A     N/A            N/A     N/A                 155         present
## 733      N/A     N/A            N/A     N/A                 180         present
## 734      N/A     N/A            N/A     N/A                 115         present
## 735      N/A     N/A            N/A     N/A                 175         present
## 736      N/A     N/A            N/A     N/A                 135         present
## 737      N/A     N/A            N/A     N/A                 500         present
## 738      N/A     N/A            N/A     N/A                 500         present
## 739      N/A     N/A            N/A     N/A                 500         present
## 740      N/A     N/A            N/A     N/A                 500         present
## 741      N/A     N/A            N/A     N/A                 500         present
## 742      N/A     N/A            N/A     N/A                 500         present
## 743      N/A     N/A            N/A     N/A                 500         present
## 744      N/A     N/A            N/A     N/A                 500         present
## 745      N/A     N/A            N/A     N/A                 500         present
## 746      N/A     N/A            N/A     N/A                 500         present
## 747      N/A     N/A            N/A     N/A                 500         present
## 748      N/A     N/A            N/A     N/A                 500         present
## 749      N/A     N/A            N/A     N/A                 500         present
## 750      N/A     N/A            N/A     N/A                 500         present
## 751      N/A     N/A            N/A     N/A                 500         present
## 752      N/A     N/A            N/A     N/A                 500         present
## 753      N/A     N/A            N/A     N/A                 500         present
## 754      N/A     N/A            N/A     N/A                 500         present
## 755      N/A     N/A            N/A     N/A                 500         present
## 756      N/A     N/A            N/A     N/A                 500         present
## 757      N/A     N/A            N/A     N/A                 500         present
## 758      N/A     N/A            N/A     N/A                 500         present
## 759      N/A     N/A            N/A     N/A                 500         present
## 760      N/A     N/A            N/A     N/A                 500         present
## 761      N/A     N/A            N/A     N/A                 500         present
## 762      N/A     N/A            N/A     N/A                 500         present
## 763      N/A     N/A            N/A     N/A                 500         present
## 764      N/A     N/A            N/A     7.3                 375          absent
## 765      N/A     N/A            N/A     7.3                 375          absent
## 766      N/A     N/A            N/A     7.3               187.5          absent
## 767      N/A     N/A            N/A     7.3               187.5          absent
## 768      N/A     N/A            N/A     6.5                 300          absent
## 769      N/A     N/A            N/A     6.5                 300          absent
## 770      N/A     N/A            N/A     6.5                 300          absent
## 771      N/A     N/A            N/A     6.5                 300          absent
## 772      N/A     N/A            N/A     6.5                 300          absent
## 773      N/A     N/A            N/A     6.5                 300          absent
## 774      N/A     N/A            N/A     6.5                 300          absent
## 775      N/A     N/A            N/A     6.5                 300          absent
## 776      N/A     N/A            N/A     6.5                 300          absent
## 777      N/A     N/A            N/A     6.5                 300          absent
## 778      N/A     N/A            N/A     N/A                 N/A          absent
## 779      N/A     N/A            N/A     N/A                 N/A          absent
## 780      N/A     N/A            N/A     N/A                 N/A          absent
## 781      N/A     N/A            N/A     N/A                 N/A          absent
## 782      N/A     N/A            N/A     N/A                 N/A          absent
## 783      N/A     N/A            N/A     N/A                 N/A          absent
## 784      N/A     N/A            N/A     N/A                 N/A          absent
## 785      N/A     N/A            N/A     N/A                 N/A          absent
## 786      N/A     N/A            N/A     N/A                 N/A          absent
## 787      N/A     N/A            N/A     N/A                 N/A          absent
## 788      N/A     N/A            N/A     N/A                 N/A          absent
## 789      N/A     N/A            N/A     N/A                 N/A          absent
## 790      N/A     N/A            N/A     N/A                 N/A          absent
## 791      N/A     N/A            N/A     N/A                 N/A          absent
## 792      N/A     N/A            N/A     N/A                 N/A          absent
## 793      N/A     N/A            N/A     N/A                 N/A          absent
## 794      N/A     N/A            N/A     N/A                 N/A          absent
## 795      N/A     N/A            N/A     N/A                 N/A          absent
## 796      N/A     N/A            N/A     N/A                 N/A          absent
## 797      N/A     N/A            N/A     N/A                 N/A          absent
## 798      N/A     N/A            N/A     N/A                 N/A          absent
## 799      N/A     N/A            N/A     N/A                 N/A          absent
## 800      N/A     N/A            N/A     N/A                 N/A          absent
## 801      N/A     N/A            N/A     N/A                 N/A          absent
## 802      N/A     N/A            N/A     N/A                 N/A          absent
## 803      N/A     N/A            N/A     N/A                 N/A          absent
## 804      N/A     N/A            N/A     N/A                 300          absent
## 805      N/A     N/A            N/A     N/A                 300          absent
## 806      N/A     N/A            N/A     N/A                 300          absent
## 807      N/A     N/A            N/A     N/A                 300          absent
## 808      N/A     N/A            N/A     N/A                 300          absent
## 809      N/A     N/A            N/A     N/A                 300          absent
## 810      N/A     N/A            N/A     N/A                 300          absent
## 811      N/A     N/A            N/A     N/A                 300          absent
## 812      N/A     N/A            N/A     N/A                 300          absent
## 813      N/A     N/A            N/A     N/A                 300          absent
## 814      N/A     N/A            N/A     N/A                 300          absent
## 815      N/A     N/A            N/A     N/A                 300          absent
## 816      N/A     N/A            N/A     N/A                 400         present
## 817      N/A     N/A            N/A     N/A                 400         present
## 818      N/A     N/A            N/A     N/A                 400         present
## 819      N/A     N/A            N/A     N/A                 400         present
## 820      N/A     N/A            N/A     N/A                 400         present
## 821      N/A     N/A            N/A     N/A                 400         present
## 822      N/A     N/A            N/A     N/A                 400         present
## 823      N/A     N/A            N/A     N/A                 400         present
## 824      N/A     N/A            N/A     N/A                 400         present
## 825      N/A     N/A            N/A     N/A                 400         present
## 826      N/A     N/A            N/A     N/A                 400         present
## 827      N/A     N/A            N/A     N/A                 400         present
## 828      N/A     N/A            N/A     N/A                 400         present
## 829      N/A     N/A            N/A     N/A                 400         present
## 830      N/A     N/A            N/A     N/A                 400         present
## 831      N/A     N/A            N/A     N/A                 400         present
## 832      N/A     N/A            N/A     N/A                 400         present
## 833      N/A     N/A            N/A     N/A                 400         present
## 834      N/A     N/A            N/A     N/A                 400         present
## 835      N/A     N/A            N/A     N/A                 400         present
## 836      N/A     N/A            N/A     N/A                 400         present
## 837      N/A     N/A            N/A     N/A                 400         present
## 838      N/A     N/A            N/A     N/A                 400         present
## 839      N/A     N/A            N/A     N/A                 400         present
## 840      N/A     N/A            N/A     N/A                 400         present
## 841      N/A     N/A            N/A     N/A                 400         present
## 842      N/A     N/A            N/A     N/A                 400         present
## 843      N/A     N/A            N/A     N/A                 400         present
## 844      N/A     N/A            N/A     N/A                 400         present
## 845      N/A     N/A            N/A     N/A                 400         present
## 846      N/A     N/A            N/A     N/A                 400         present
## 847      N/A     N/A            N/A     N/A                 400         present
## 848      N/A     N/A            N/A     N/A                 400         present
## 849      N/A     N/A            N/A     N/A                 400         present
## 850      N/A     N/A            N/A     N/A                 400         present
## 851      N/A     N/A            N/A     N/A                 400         present
## 852      N/A     N/A            N/A     N/A                 400         present
## 853      N/A     N/A            N/A     N/A                 400         present
## 854      N/A     N/A            N/A     N/A                 400         present
## 855      N/A     N/A            N/A     N/A                 400         present
## 856      N/A     N/A            N/A     N/A                 400         present
## 857      N/A     N/A            N/A     N/A                 400         present
## 858      N/A     N/A            N/A     N/A                 400         present
## 859      N/A     N/A            N/A     N/A                 400         present
## 860     2.04   0.163            N/A     7.2                 300          absent
## 861     2.04   0.163            N/A     7.2                 300          absent
## 862     2.04   0.163            N/A     7.2                 300          absent
## 863     2.04   0.163            N/A     7.2                 300          absent
## 864     2.04   0.163            N/A     7.2                 300          absent
## 865     2.04   0.163            N/A     7.2                 300          absent
## 866     2.04   0.163            N/A     7.2                 300          absent
## 867     2.04   0.163            N/A     7.2                 300          absent
##     Top_mesh_size Fauna_group Bottom_mesh_size Burial_location Time_Days
## 1             0.1  microfauna              0.1        Surface        183
## 2             0.1  microfauna              0.1        Surface        183
## 3             0.1  microfauna              0.1        Surface        183
## 4             0.1  microfauna              0.1        Surface        243
## 5             0.1  microfauna              0.1        Surface        243
## 6             0.1  microfauna              0.1        Surface        243
## 7             0.1  microfauna              0.1        Surface        304
## 8             0.1  microfauna              0.1        Surface        304
## 9             0.1  microfauna              0.1        Surface        304
## 10            0.1  microfauna              0.1        Surface        365
## 11            0.1  microfauna              0.1        Surface        365
## 12            0.1  microfauna              0.1        Surface        365
## 13              4  macrofauna              0.1        Surface        183
## 14              4  macrofauna              0.1        Surface        183
## 15              4  macrofauna              0.1        Surface        183
## 16              4  macrofauna              0.1        Surface        243
## 17              4  macrofauna              0.1        Surface        243
## 18              4  macrofauna              0.1        Surface        243
## 19              4  macrofauna              0.1        Surface        304
## 20              4  macrofauna              0.1        Surface        304
## 21              4  macrofauna              0.1        Surface        304
## 22              4  macrofauna              0.1        Surface        365
## 23              4  macrofauna              0.1        Surface        365
## 24              4  macrofauna              0.1        Surface        365
## 25            0.5  microfauna              0.5        Surface        180
## 26            0.5  microfauna              0.5        Surface        270
## 27            0.5  microfauna              0.5        Surface        360
## 28            0.5  microfauna              0.5        Surface        450
## 29            0.5  microfauna              0.5        Surface        630
## 30            0.5  microfauna              0.5        Surface        720
## 31            0.5  microfauna              0.5        Surface        180
## 32            0.5  microfauna              0.5        Surface        270
## 33            0.5  microfauna              0.5        Surface        360
## 34            0.5  microfauna              0.5        Surface        450
## 35            0.5  microfauna              0.5        Surface        630
## 36            0.5  microfauna              0.5        Surface        720
## 37            0.5  microfauna              0.5        Surface        180
## 38            0.5  microfauna              0.5        Surface        270
## 39            0.5  microfauna              0.5        Surface        360
## 40            0.5  microfauna              0.5        Surface        450
## 41            0.5  microfauna              0.5        Surface        630
## 42            0.5  microfauna              0.5        Surface        720
## 43              4  macrofauna              N/A        Surface        183
## 44              4  macrofauna              N/A        Surface        243
## 45              4  macrofauna              N/A        Surface        304
## 46              4  macrofauna              N/A        Surface        365
## 47              4  macrofauna              N/A        Surface        183
## 48              4  macrofauna              N/A        Surface        243
## 49              4  macrofauna              N/A        Surface        304
## 50              4  macrofauna              N/A        Surface        365
## 51              4  macrofauna              N/A        Surface        183
## 52              4  macrofauna              N/A        Surface        243
## 53              4  macrofauna              N/A        Surface        304
## 54              4  macrofauna              N/A        Surface        365
## 55              4  macrofauna              N/A        Surface        183
## 56              4  macrofauna              N/A        Surface        243
## 57              4  macrofauna              N/A        Surface        304
## 58              4  macrofauna              N/A        Surface        365
## 59            N/A  macrofauna              N/A        Surface        365
## 60            N/A  macrofauna              N/A        Surface        730
## 61          0.068  microfauna            0.068        Surface        158
## 62          0.068  microfauna            0.068        Surface        158
## 63          0.068  microfauna            0.068        Surface        158
## 64          0.068  microfauna            0.068        Surface        158
## 65          0.068  microfauna            0.068        Surface        158
## 66          0.068  microfauna            0.068        Surface        158
## 67          0.068  microfauna            0.068        Surface        158
## 68          0.068  microfauna            0.068        Surface        158
## 69          0.068  microfauna            0.068        Surface        158
## 70          0.068  microfauna            0.068        Surface        158
## 71          0.068  microfauna            0.068        Surface        158
## 72          0.068  microfauna            0.068        Surface        158
## 73          0.068  microfauna            0.068        Surface        158
## 74          0.068  microfauna            0.068        Surface        158
## 75              8  macrofauna              0.5        Surface        158
## 76              8  macrofauna              0.5        Surface        158
## 77              8  macrofauna              0.5        Surface        158
## 78              8  macrofauna              0.5        Surface        158
## 79              8  macrofauna              0.5        Surface        158
## 80              8  macrofauna              0.5        Surface        158
## 81              8  macrofauna              0.5        Surface        158
## 82              8  macrofauna              0.5        Surface        158
## 83              8  macrofauna              0.5        Surface        158
## 84              8  macrofauna              0.5        Surface        158
## 85              8  macrofauna              0.5        Surface        158
## 86              8  macrofauna              0.5        Surface        158
## 87              8  macrofauna              0.5        Surface        158
## 88              8  macrofauna              0.5        Surface        158
## 89              1   mesofauna                1        Surface         61
## 90              1   mesofauna                1        Surface        183
## 91              1   mesofauna                1        Surface        365
## 92              7  macrofauna                2        Surface         91
## 93              7  macrofauna                2        Surface        182
## 94              7  macrofauna                2        Surface        274
## 95              7  macrofauna                2        Surface        365
## 96              7  macrofauna                2        Surface        730
## 97              7  macrofauna                2        Surface       1095
## 98            0.1  microfauna              0.1        Surface        183
## 99            0.1  microfauna              0.1        Surface        365
## 100           0.1  microfauna              0.1        Surface        548
## 101           0.1  microfauna              0.1        Surface        730
## 102           0.1  microfauna              0.1        Surface        183
## 103           0.1  microfauna              0.1        Surface        365
## 104           0.1  microfauna              0.1        Surface        548
## 105           0.1  microfauna              0.1        Surface        730
## 106           0.1  microfauna              0.1        Surface        183
## 107           0.1  microfauna              0.1        Surface        365
## 108           0.1  microfauna              0.1        Surface        548
## 109           0.1  microfauna              0.1        Surface        730
## 110             2   mesofauna                2        Surface        183
## 111             2   mesofauna                2        Surface        365
## 112             2   mesofauna                2        Surface        548
## 113             2   mesofauna                2        Surface        730
## 114             2   mesofauna                2        Surface        183
## 115             2   mesofauna                2        Surface        365
## 116             2   mesofauna                2        Surface        548
## 117             2   mesofauna                2        Surface        730
## 118             2   mesofauna                2        Surface        183
## 119             2   mesofauna                2        Surface        365
## 120             2   mesofauna                2        Surface        548
## 121             2   mesofauna                2        Surface        730
## 122             1   mesofauna                1        Surface         90
## 123             1   mesofauna                1        Surface        120
## 124             1   mesofauna                1        Surface        180
## 125             1   mesofauna                1        Surface        240
## 126             1   mesofauna                1        Surface        300
## 127             1   mesofauna                1        Surface         90
## 128             1   mesofauna                1        Surface        120
## 129             1   mesofauna                1        Surface        180
## 130             1   mesofauna                1        Surface        240
## 131             1   mesofauna                1        Surface        300
## 132             1   mesofauna                1        Surface         90
## 133             1   mesofauna                1        Surface        120
## 134             1   mesofauna                1        Surface        180
## 135             1   mesofauna                1        Surface        240
## 136             1   mesofauna                1        Surface        300
## 137           1.5   mesofauna              1.5        Surface        378
## 138           1.5   mesofauna              1.5        Surface        378
## 139           1.5   mesofauna              1.5        Surface        378
## 140             1   mesofauna              0.5        Surface        126
## 141             1   mesofauna              0.5        Surface        331
## 142             1   mesofauna              0.5        Surface        502
## 143             1   mesofauna              0.5        Surface        724
## 144             1   mesofauna              0.5        Surface        126
## 145             1   mesofauna              0.5        Surface        331
## 146             1   mesofauna              0.5        Surface        502
## 147             1   mesofauna              0.5        Surface        724
## 148             1   mesofauna              0.5        Surface        126
## 149             1   mesofauna              0.5        Surface        331
## 150             1   mesofauna              0.5        Surface        502
## 151             1   mesofauna              0.5        Surface        724
## 152           0.3  microfauna              0.3          Buried       365
## 153           0.3  microfauna              0.3          Buried       365
## 154           0.3  microfauna              0.3          Buried       365
## 155           0.3  microfauna              0.3          Buried       365
## 156           0.3  microfauna              0.3          Buried       365
## 157           0.3  microfauna              0.3          Buried       365
## 158           0.3  microfauna              0.3          Buried       365
## 159           0.3  microfauna              0.3          Buried       365
## 160           0.3  microfauna              0.3          Buried       365
## 161           0.3  microfauna              0.3          Buried       365
## 162           0.3  microfauna              0.3          Buried       365
## 163           0.3  microfauna              0.3          Buried       365
## 164           0.3  microfauna              0.3          Buried       730
## 165           0.3  microfauna              0.3          Buried       730
## 166           0.3  microfauna              0.3          Buried       730
## 167           0.3  microfauna              0.3          Buried       730
## 168           0.3  microfauna              0.3          Buried       730
## 169           0.3  microfauna              0.3          Buried       730
## 170           0.3  microfauna              0.3          Buried       730
## 171           0.3  microfauna              0.3          Buried       730
## 172           0.3  microfauna              0.3          Buried       730
## 173           0.3  microfauna              0.3          Buried       730
## 174           0.3  microfauna              0.3          Buried       730
## 175           0.3  microfauna              0.3          Buried       730
## 176             1   mesofauna                1        Surface        310
## 177             1   mesofauna                1        Surface        310
## 178             1   mesofauna                1        Surface        310
## 179             1   mesofauna                1        Surface        310
## 180             1   mesofauna                1        Surface        310
## 181             1   mesofauna                1        Surface        310
## 182             1   mesofauna                1        Surface        310
## 183             1   mesofauna                1        Surface        310
## 184             1   mesofauna                1        Surface        252
## 185             1   mesofauna                1        Surface        252
## 186             1   mesofauna                1        Surface        252
## 187             1   mesofauna                1        Surface        252
## 188             1   mesofauna                1        Surface        252
## 189             1   mesofauna                1        Surface        252
## 190             2   mesofauna                2        Surface        366
## 191             2   mesofauna                2        Surface        366
## 192             2   mesofauna                2        Surface        366
## 193             2   mesofauna                2        Surface        366
## 194             1   mesofauna                1        Surface         90
## 195             1   mesofauna                1        Surface        120
## 196             1   mesofauna                1        Surface        240
## 197             1   mesofauna                1        Surface        360
## 198             1   mesofauna                1        Surface        480
## 199             1   mesofauna                1        Surface        600
## 200           0.5  microfauna             0.25        Surface        183
## 201           0.5  microfauna             0.25        Surface        360
## 202           0.5  microfauna             0.25        Surface        560
## 203           0.5  microfauna             0.25        Surface        730
## 204           0.5  microfauna             0.25        Surface        920
## 205           0.5  microfauna             0.25        Surface       1082
## 206           0.5  microfauna             0.25        Surface       1440
## 207           0.5  microfauna             0.25        Surface       1825
## 208           0.5  microfauna             0.25        Surface       2175
## 209           0.5  microfauna             0.25        Surface       2558
## 210         0.175  microfauna            0.175        Surface        365
## 211             2   mesofauna              N/A        Surface        365
## 212            10  macrofauna              N/A        Surface        365
## 213         0.175  microfauna              N/A        Surface        365
## 214             2   mesofauna              N/A        Surface        365
## 215            10  macrofauna              N/A        Surface        365
## 216             1   mesofauna                1        Surface        728
## 217             1   mesofauna                1        Surface        728
## 218             1   mesofauna                1        Surface        728
## 219             1   mesofauna                1        Surface        728
## 220             1   mesofauna                1        Surface        728
## 221             1   mesofauna                1        Surface        728
## 222             2   mesofauna                         Surface        730
## 223             2   mesofauna                         Surface        730
## 224             2   mesofauna                         Surface        730
## 225             2   mesofauna                         Surface        730
## 226             1   mesofauna                         Surface         16
## 227             1   mesofauna                         Surface         16
## 228             1   mesofauna                         Surface         16
## 229             1   mesofauna                         Surface         30
## 230             1   mesofauna                         Surface         30
## 231             1   mesofauna                         Surface         30
## 232             1   mesofauna                         Surface         46
## 233             1   mesofauna                         Surface         46
## 234             1   mesofauna                         Surface         46
## 235             1   mesofauna                         Surface         61
## 236             1   mesofauna                         Surface         61
## 237             1   mesofauna                         Surface         61
## 238             1   mesofauna                         Surface         76
## 239             1   mesofauna                         Surface         76
## 240             1   mesofauna                         Surface         76
## 241             1   mesofauna                         Surface         91
## 242             1   mesofauna                         Surface         91
## 243             1   mesofauna                         Surface         91
## 244             1   mesofauna                         Surface        106
## 245             1   mesofauna                         Surface        106
## 246             1   mesofauna                         Surface        106
## 247             1   mesofauna                         Surface        122
## 248             1   mesofauna                         Surface        122
## 249             1   mesofauna                         Surface        122
## 250             1   mesofauna                         Surface        137
## 251             1   mesofauna                         Surface        137
## 252             1   mesofauna                         Surface        137
## 253             1   mesofauna                         Surface        152
## 254             1   mesofauna                         Surface        152
## 255             1   mesofauna                         Surface        152
## 256             1   mesofauna                         Surface        168
## 257             1   mesofauna                         Surface        168
## 258             1   mesofauna                         Surface        168
## 259             2   mesofauna                         Surface         32
## 260             2   mesofauna                         Surface         64
## 261             2   mesofauna                         Surface         96
## 262             2   mesofauna                         Surface        192
## 263             2   mesofauna                         Surface        361
## 264           1.2   mesofauna                         Surface         61
## 265           1.2   mesofauna                         Surface        122
## 266           1.2   mesofauna                         Surface        183
## 267           1.2   mesofauna                         Surface        243
## 268           1.2   mesofauna                         Surface        304
## 269           1.2   mesofauna                         Surface        365
## 270           1.2   mesofauna                         Surface        426
## 271           1.2   mesofauna                         Surface        487
## 272           1.2   mesofauna                         Surface        548
## 273           1.2   mesofauna                         Surface        608
## 274           1.2   mesofauna                         Surface        669
## 275           1.2   mesofauna                         Surface        730
## 276           1.2   mesofauna                         Surface         61
## 277           1.2   mesofauna                         Surface        122
## 278           1.2   mesofauna                         Surface        183
## 279           1.2   mesofauna                         Surface        243
## 280           1.2   mesofauna                         Surface        304
## 281           1.2   mesofauna                         Surface        365
## 282           1.2   mesofauna                         Surface        426
## 283           1.2   mesofauna                         Surface        487
## 284           1.2   mesofauna                         Surface        548
## 285           1.2   mesofauna                         Surface        608
## 286           1.2   mesofauna                         Surface        669
## 287           1.2   mesofauna                         Surface        730
## 288           1.2   mesofauna                         Surface         61
## 289           1.2   mesofauna                         Surface        122
## 290           1.2   mesofauna                         Surface        183
## 291           1.2   mesofauna                         Surface        243
## 292           1.2   mesofauna                         Surface        304
## 293           1.2   mesofauna                         Surface        365
## 294           1.2   mesofauna                         Surface        426
## 295           1.2   mesofauna                         Surface        487
## 296           1.2   mesofauna                         Surface        548
## 297           1.2   mesofauna                         Surface        608
## 298           1.2   mesofauna                         Surface        669
## 299           1.2   mesofauna                         Surface        730
## 300             1   mesofauna                           Buried       180
## 301             1   mesofauna                           Buried       180
## 302             1   mesofauna                           Buried       180
## 303             1   mesofauna                           Buried       180
## 304             1   mesofauna                           Buried       180
## 305             1   mesofauna                           Buried       180
## 306             1   mesofauna                           Buried       180
## 307             1   mesofauna                         Surface        363
## 308             1   mesofauna                         Surface        363
## 309             1   mesofauna                         Surface        363
## 310             1   mesofauna                         Surface        701
## 311             1   mesofauna                         Surface        701
## 312             1   mesofauna                         Surface        701
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## 314           1.5   mesofauna                         Surface        360
## 315           1.5   mesofauna                         Surface        360
## 316           1.5   mesofauna                         Surface        360
## 317           1.5   mesofauna                         Surface        360
## 318           1.5   mesofauna                         Surface        360
## 319           1.5   mesofauna                         Surface        360
## 320           1.5   mesofauna                         Surface        360
## 321             4  macrofauna                         Surface        730
## 322             4  macrofauna                         Surface        730
## 323             4  macrofauna                         Surface        730
## 324             4  macrofauna                         Surface        730
## 325             4  macrofauna                         Surface        730
## 326             4  macrofauna                         Surface        730
## 327             4  macrofauna                         Surface        730
## 328             4  macrofauna                         Surface        730
## 329             4  macrofauna                         Surface        730
## 330             4  macrofauna                         Surface        730
## 331             4  macrofauna                         Surface        730
## 332             4  macrofauna                         Surface        730
## 333             4  macrofauna                         Surface        730
## 334             4  macrofauna                         Surface        730
## 335             4  macrofauna                         Surface        730
## 336             4  macrofauna                         Surface        730
## 337             4  macrofauna                         Surface        730
## 338             4  macrofauna                         Surface        730
## 339             4  macrofauna                         Surface        730
## 340             4  macrofauna                         Surface        730
## 341             4  macrofauna                         Surface        730
## 342             4  macrofauna                         Surface        730
## 343             1   mesofauna                         Surface        360
## 344             1   mesofauna                         Surface        360
## 345             1   mesofauna                         Surface        360
## 346             1   mesofauna                         Surface        360
## 347             2   mesofauna                         Surface        178
## 348             2   mesofauna                         Surface        178
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## 350             2   mesofauna              0.5        Surface        122
## 351           0.5  microfauna              0.5        Surface        122
## 352             2   mesofauna              0.5        Surface        122
## 353           0.5  microfauna              0.5        Surface        122
## 354             2   mesofauna              0.5        Surface        122
## 355           0.5  microfauna              0.5        Surface        486
## 356             2   mesofauna              0.5        Surface        486
## 357           0.5  microfauna              0.5        Surface        486
## 358             2   mesofauna              0.5        Surface        486
## 359           0.5  microfauna              0.5        Surface        486
## 360             2   mesofauna              0.5        Surface        486
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## 362           0.1  microfauna              0.1        Surface        183
## 363           0.1  microfauna              0.1        Surface        183
## 364           0.1  microfauna              0.1        Surface        183
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## 366           0.1  microfauna              0.1        Surface        365
## 367           0.1  microfauna              0.1        Surface        365
## 368           0.1  microfauna              0.1        Surface        365
## 369           0.1  microfauna              0.1        Surface        730
## 370           0.1  microfauna              0.1        Surface        730
## 371           0.1  microfauna              0.1        Surface        730
## 372           0.1  microfauna              0.1        Surface        730
## 373             1   mesofauna              N/A        Surface         62
## 374             1   mesofauna              N/A        Surface        124
## 375             1   mesofauna              N/A        Surface        363
## 376             1   mesofauna              N/A        Surface        731
## 377             1   mesofauna              N/A        Surface         62
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## 379             1   mesofauna              N/A        Surface        363
## 380             1   mesofauna              N/A        Surface        731
## 381             1   mesofauna              N/A        Surface        124
## 382             1   mesofauna              N/A        Surface        363
## 383             1   mesofauna              N/A        Surface        731
## 384             1   mesofauna              N/A        Surface         62
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## 387             1   mesofauna              N/A        Surface        731
## 388             1   mesofauna              N/A        Surface         62
## 389             1   mesofauna              N/A        Surface        124
## 390             1   mesofauna              N/A        Surface        363
## 391             1   mesofauna              N/A        Surface        731
## 392             1   mesofauna              N/A        Surface         62
## 393             1   mesofauna              N/A        Surface        124
## 394             1   mesofauna              N/A        Surface        363
## 395             1   mesofauna              N/A        Surface        731
## 396             1   mesofauna              N/A        Surface         62
## 397             1   mesofauna              N/A        Surface        124
## 398             1   mesofauna              N/A        Surface        363
## 399             1   mesofauna              N/A        Surface        731
## 400             1   mesofauna              N/A        Surface        124
## 401             1   mesofauna              N/A        Surface        363
## 402             1   mesofauna              N/A        Surface        731
## 403             1   mesofauna              N/A        Surface         62
## 404             1   mesofauna              N/A        Surface        124
## 405             1   mesofauna              N/A        Surface        363
## 406             1   mesofauna              N/A        Surface        731
## 407             1   mesofauna              N/A        Surface         62
## 408             1   mesofauna              N/A        Surface        124
## 409             1   mesofauna              N/A        Surface        363
## 410             1   mesofauna              N/A        Surface        731
## 411             1   mesofauna              N/A        Surface         62
## 412             1   mesofauna              N/A        Surface        124
## 413             1   mesofauna              N/A        Surface        363
## 414             1   mesofauna              N/A        Surface        731
## 415             1   mesofauna              N/A        Surface         62
## 416             1   mesofauna              N/A        Surface        124
## 417             1   mesofauna              N/A        Surface        363
## 418             1   mesofauna              N/A        Surface        731
## 419             1   mesofauna              N/A        Surface         62
## 420             1   mesofauna              N/A        Surface        124
## 421             1   mesofauna              N/A        Surface        363
## 422             1   mesofauna              N/A        Surface        731
## 423             1   mesofauna              N/A        Surface        124
## 424             1   mesofauna              N/A        Surface        363
## 425             1   mesofauna              N/A        Surface        731
## 426             1   mesofauna              N/A        Surface        124
## 427             1   mesofauna              N/A        Surface        363
## 428             1   mesofauna              N/A        Surface        731
## 429             1   mesofauna              N/A        Surface         62
## 430             1   mesofauna              N/A        Surface        124
## 431             1   mesofauna              N/A        Surface        363
## 432             1   mesofauna              N/A        Surface        731
## 433             1   mesofauna              N/A        Surface         62
## 434             1   mesofauna              N/A        Surface        124
## 435             1   mesofauna              N/A        Surface        363
## 436             1   mesofauna              N/A        Surface        731
## 437             1   mesofauna              N/A        Surface         62
## 438             1   mesofauna              N/A        Surface        124
## 439             1   mesofauna              N/A        Surface        363
## 440             1   mesofauna              N/A        Surface        731
## 441             1   mesofauna              N/A        Surface        124
## 442             1   mesofauna              N/A        Surface        363
## 443             1   mesofauna              N/A        Surface        731
## 444             1   mesofauna              N/A        Surface        124
## 445             1   mesofauna              N/A        Surface        363
## 446             1   mesofauna              N/A        Surface        731
## 447             1   mesofauna              N/A        Surface         62
## 448             1   mesofauna              N/A        Surface        124
## 449             1   mesofauna              N/A        Surface        363
## 450             1   mesofauna              N/A        Surface        731
## 451             1   mesofauna              N/A        Surface         62
## 452             1   mesofauna              N/A        Surface        124
## 453             1   mesofauna              N/A        Surface        363
## 454             1   mesofauna              N/A        Surface        731
## 455             1   mesofauna              N/A        Surface         62
## 456             1   mesofauna              N/A        Surface        124
## 457             1   mesofauna              N/A        Surface        363
## 458             1   mesofauna              N/A        Surface        731
## 459             1   mesofauna              N/A        Surface         62
## 460             1   mesofauna              N/A        Surface        124
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## 462             1   mesofauna              N/A        Surface        731
## 463             1   mesofauna              N/A        Surface         62
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## 466             1   mesofauna              N/A        Surface        731
## 467             1   mesofauna              N/A        Surface         62
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## 470             1   mesofauna              N/A        Surface        731
## 471             1   mesofauna              N/A        Surface         62
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## 474             1   mesofauna              N/A        Surface        731
## 475             1   mesofauna              N/A        Surface         62
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## 482             1   mesofauna              N/A        Surface        731
## 483             1   mesofauna              N/A        Surface         62
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## 486             1   mesofauna              N/A        Surface        731
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## 490             1   mesofauna              N/A        Surface        731
## 491             1   mesofauna              N/A        Surface         62
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## 494             1   mesofauna              N/A        Surface        731
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## 502             1   mesofauna              N/A        Surface        731
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## 506             1   mesofauna              N/A        Surface        731
## 507             1   mesofauna              N/A        Surface         62
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## 510             1   mesofauna              N/A        Surface        731
## 511             1   mesofauna              N/A        Surface         62
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## 514             1   mesofauna              N/A        Surface        731
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## 516             1   mesofauna              N/A        Surface        365
## 517             1   mesofauna              N/A        Surface        365
## 518             1   mesofauna              N/A        Surface        365
## 519             1   mesofauna              N/A        Surface        365
## 520             1   mesofauna              N/A        Surface        365
## 521             1   mesofauna              N/A        Surface        365
## 522             1   mesofauna              N/A        Surface        365
## 523             1   mesofauna              N/A        Surface        365
## 524             1   mesofauna              N/A        Surface        365
## 525             1   mesofauna              N/A        Surface        365
## 526             1   mesofauna              N/A        Surface        365
## 527             1   mesofauna              N/A        Surface        365
## 528             1   mesofauna              N/A        Surface        365
## 529             1   mesofauna              N/A        Surface        365
## 530             1   mesofauna              N/A        Surface        365
## 531             1   mesofauna              N/A        Surface        365
## 532             1   mesofauna              N/A        Surface        365
## 533             1   mesofauna              N/A        Surface        365
## 534             1   mesofauna              N/A        Surface        365
## 535             1   mesofauna              N/A        Surface        365
## 536             1   mesofauna              N/A        Surface        365
## 537             1   mesofauna              N/A        Surface        365
## 538             1   mesofauna              N/A        Surface        365
## 539             1   mesofauna                1        Surface        183
## 540             1   mesofauna                1        Surface        365
## 541             1   mesofauna                1        Surface        730
## 542             1   mesofauna                1        Surface       1095
## 543             1   mesofauna                1        Surface        365
## 544             1   mesofauna                1        Surface        365
## 545             1   mesofauna                1        Surface        365
## 546             1   mesofauna                1        Surface        365
## 547             1   mesofauna                1        Surface        365
## 548             1   mesofauna                1        Surface        365
## 549             1   mesofauna                1        Surface        365
## 550             1   mesofauna                1        Surface        365
## 551             1   mesofauna                1        Surface        365
## 552             1   mesofauna                1        Surface        365
## 553             1   mesofauna                1        Surface        365
## 554             1   mesofauna                1        Surface        365
## 555             1   mesofauna                1        Surface        365
## 556             1   mesofauna                1        Surface        365
## 557             1   mesofauna                1        Surface        365
## 558             1   mesofauna                1        Surface        365
## 559             1   mesofauna                1        Surface        365
## 560             1   mesofauna                1        Surface        365
## 561             1   mesofauna                1        Surface        730
## 562             1   mesofauna                1        Surface        730
## 563             1   mesofauna                1        Surface        730
## 564             1   mesofauna                1        Surface        730
## 565             1   mesofauna                1        Surface        730
## 566             1   mesofauna                1        Surface        730
## 567             1   mesofauna                1        Surface        730
## 568             1   mesofauna                1        Surface        730
## 569             1   mesofauna                1        Surface        730
## 570             1   mesofauna                1        Surface        730
## 571             1   mesofauna                1        Surface        730
## 572             1   mesofauna                1        Surface        730
## 573             1   mesofauna                1        Surface        730
## 574             1   mesofauna                1        Surface        730
## 575             1   mesofauna                1        Surface        730
## 576             1   mesofauna                1        Surface        730
## 577             1   mesofauna                1        Surface        730
## 578             1   mesofauna                1        Surface        730
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## 580             2   mesofauna                1        Surface        365
## 581             2   mesofauna              N/A        Surface         30
## 582             2   mesofauna              N/A        Surface        240
## 583             2   mesofauna              N/A        Surface        270
## 584             2   mesofauna              N/A        Surface        300
## 585             2   mesofauna              N/A        Surface        330
## 586           0.7  microfauna              0.7        Surface        700
## 587           0.7  microfauna              0.7        Surface        700
## 588           0.7  microfauna              0.7        Surface        700
## 589           0.7  microfauna              0.7        Surface        700
## 590           0.7  microfauna              0.7        Surface        700
## 591           0.7  microfauna              0.7        Surface        700
## 592           0.7  microfauna              0.7        Surface        700
## 593           0.7  microfauna              0.7        Surface        700
## 594           0.7  microfauna              0.7        Surface        700
## 595           0.7  microfauna              0.7        Surface        700
## 596           0.7  microfauna              0.7        Surface        700
## 597           0.7  microfauna              0.7        Surface        700
## 598           0.7  microfauna              0.7        Surface        700
## 599           0.7  microfauna              0.7        Surface        700
## 600           0.7  microfauna              0.7        Surface        700
## 601             1   mesofauna                1        Surface        365
## 602          0.02  microfauna                         Surface         90
## 603             5  macrofauna                         Surface         90
## 604          0.02  microfauna                         Surface         90
## 605             5  macrofauna                         Surface         90
## 606          0.02  microfauna                         Surface         90
## 607             5  macrofauna                         Surface         90
## 608          0.02  microfauna                         Surface         90
## 609             5  macrofauna                         Surface         90
## 610          0.02  microfauna                         Surface         90
## 611             5  macrofauna                         Surface         90
## 612          0.02  microfauna                         Surface         90
## 613             5  macrofauna                         Surface         90
## 614          0.02  microfauna                         Surface         90
## 615             5  macrofauna                         Surface         90
## 616          0.02  microfauna                         Surface         90
## 617             5  macrofauna                         Surface         90
## 618          0.02  microfauna                         Surface         90
## 619             5  macrofauna                         Surface         90
## 620          0.02  microfauna                         Surface         90
## 621             5  macrofauna                         Surface         90
## 622          0.02  microfauna                         Surface         90
## 623             5  macrofauna                         Surface         90
## 624          0.02  microfauna                         Surface         90
## 625             5  macrofauna                         Surface         90
## 626          0.02  microfauna                         Surface        180
## 627             5  macrofauna                         Surface        180
## 628          0.02  microfauna                         Surface        180
## 629             5  macrofauna                         Surface        180
## 630          0.02  microfauna                         Surface        180
## 631             5  macrofauna                         Surface        180
## 632          0.02  microfauna                         Surface        180
## 633             5  macrofauna                         Surface        180
## 634          0.02  microfauna                         Surface        180
## 635             5  macrofauna                         Surface        180
## 636          0.02  microfauna                         Surface        180
## 637             5  macrofauna                         Surface        180
## 638          0.02  microfauna                         Surface        180
## 639             5  macrofauna                         Surface        180
## 640          0.02  microfauna                         Surface        180
## 641             5  macrofauna                         Surface        180
## 642          0.02  microfauna                         Surface        180
## 643             5  macrofauna                         Surface        180
## 644          0.02  microfauna                         Surface        180
## 645             5  macrofauna                         Surface        180
## 646          0.02  microfauna                         Surface        180
## 647             5  macrofauna                         Surface        180
## 648          0.02  microfauna                         Surface        180
## 649             5  macrofauna                         Surface        180
## 650             2   mesofauna                         Surface         28
## 651             2   mesofauna                         Surface         28
## 652             2   mesofauna                         Surface         28
## 653             2   mesofauna                         Surface         56
## 654             2   mesofauna                         Surface         56
## 655             2   mesofauna                         Surface         56
## 656             2   mesofauna                         Surface         84
## 657             2   mesofauna                         Surface         84
## 658             2   mesofauna                         Surface         84
## 659             2   mesofauna                         Surface        112
## 660             2   mesofauna                         Surface        112
## 661             2   mesofauna                         Surface        112
## 662             2   mesofauna                         Surface        140
## 663             2   mesofauna                         Surface        140
## 664             2   mesofauna                         Surface        140
## 665             2   mesofauna                         Surface         60
## 666             2   mesofauna                         Surface        120
## 667             2   mesofauna                         Surface        180
## 668             2   mesofauna                         Surface        270
## 669             2   mesofauna                         Surface        400
## 670             2   mesofauna                         Surface       1095
## 671             2   mesofauna                         Surface       1095
## 672             2   mesofauna                         Surface       1095
## 673             2   mesofauna                         Surface       1095
## 674             2   mesofauna                         Surface       1095
## 675             2   mesofauna                         Surface       1095
## 676             2   mesofauna                         Surface       1095
## 677             2   mesofauna                         Surface       1095
## 678             2   mesofauna                         Surface       1095
## 679             2   mesofauna                         Surface       1095
## 680             2   mesofauna                         Surface       1095
## 681             1   mesofauna                         Surface        213
## 682             1   mesofauna                         Surface        274
## 683             1   mesofauna                         Surface        335
## 684             1   mesofauna                         Surface        578
## 685             1   mesofauna                         Surface        639
## 686             1   mesofauna                         Surface        700
## 687             1   mesofauna                         Surface         28
## 688             1   mesofauna                         Surface         28
## 689             1   mesofauna                         Surface         28
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## 691             1   mesofauna                         Surface         56
## 692             1   mesofauna                         Surface         56
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## 694             1   mesofauna                         Surface        112
## 695             1   mesofauna                         Surface        112
## 696             1   mesofauna                         Surface        168
## 697             1   mesofauna                         Surface        168
## 698             1   mesofauna                         Surface        168
## 699             1   mesofauna                         Surface        196
## 700             1   mesofauna                         Surface        196
## 701             1   mesofauna                         Surface        196
## 702             1   mesofauna                         Surface        224
## 703             1   mesofauna                         Surface        224
## 704             1   mesofauna                         Surface        224
## 705             1   mesofauna                         Surface        252
## 706             1   mesofauna                         Surface        252
## 707             1   mesofauna                         Surface        252
## 708             1   mesofauna                         Surface        308
## 709             1   mesofauna                         Surface        308
## 710             1   mesofauna                         Surface        308
## 711             1   mesofauna                         Surface        364
## 712             1   mesofauna                         Surface        364
## 713             1   mesofauna                         Surface        364
## 714             1   mesofauna                         Surface         60
## 715             1   mesofauna                         Surface        119
## 716             1   mesofauna                         Surface        181
## 717             3  macrofauna                         Surface        315
## 718             3  macrofauna                         Surface        315
## 719             3  macrofauna                         Surface        315
## 720             3  macrofauna                         Surface        315
## 721             3  macrofauna                         Surface        315
## 722             3  macrofauna                         Surface        315
## 723             3  macrofauna                         Surface        315
## 724             3  macrofauna                         Surface        315
## 725             3  macrofauna                         Surface        315
## 726             3  macrofauna                         Surface        315
## 727             3  macrofauna                         Surface        315
## 728             3  macrofauna                         Surface        315
## 729             3  macrofauna                         Surface        315
## 730             3  macrofauna                         Surface        315
## 731             3  macrofauna                         Surface        315
## 732             3  macrofauna                         Surface        315
## 733             3  macrofauna                         Surface        315
## 734             3  macrofauna                         Surface        315
## 735             3  macrofauna                         Surface        315
## 736             3  macrofauna                         Surface        315
## 737             2   mesofauna              0.2        Surface         60
## 738             2   mesofauna              0.2        Surface         60
## 739             2   mesofauna              0.2        Surface         60
## 740             2   mesofauna              0.2        Surface         60
## 741             2   mesofauna              0.2        Surface         60
## 742             2   mesofauna              0.2        Surface         60
## 743             2   mesofauna              0.2        Surface         60
## 744             2   mesofauna              0.2        Surface         60
## 745             2   mesofauna              0.2        Surface         60
## 746             2   mesofauna              0.2        Surface        120
## 747             2   mesofauna              0.2        Surface        120
## 748             2   mesofauna              0.2        Surface        120
## 749             2   mesofauna              0.2        Surface        120
## 750             2   mesofauna              0.2        Surface        120
## 751             2   mesofauna              0.2        Surface        120
## 752             2   mesofauna              0.2        Surface        120
## 753             2   mesofauna              0.2        Surface        120
## 754             2   mesofauna              0.2        Surface        120
## 755             2   mesofauna              0.2        Surface        240
## 756             2   mesofauna              0.2        Surface        240
## 757             2   mesofauna              0.2        Surface        240
## 758             2   mesofauna              0.2        Surface        240
## 759             2   mesofauna              0.2        Surface        240
## 760             2   mesofauna              0.2        Surface        240
## 761             2   mesofauna              0.2        Surface        240
## 762             2   mesofauna              0.2        Surface        240
## 763             2   mesofauna              0.2        Surface        240
## 764             1   mesofauna                         Surface        403
## 765             1   mesofauna                         Surface        403
## 766             1   mesofauna                         Surface        403
## 767             1   mesofauna                         Surface        403
## 768          0.25  microfauna             0.25        Surface         61
## 769          0.25  microfauna             0.25        Surface        141
## 770          0.25  microfauna             0.25        Surface        322
## 771          0.25  microfauna             0.25        Surface        398
## 772          0.25  microfauna             0.25        Surface         61
## 773          0.25  microfauna             0.25        Surface        141
## 774          0.25  microfauna             0.25        Surface        322
## 775          0.25  microfauna             0.25        Surface        398
## 776          0.25  microfauna             0.25        Surface        451
## 777          0.25  microfauna             0.25        Surface        451
## 778           0.3  microfauna              0.3          Buried        80
## 779           0.3  microfauna              0.3          Buried        80
## 780           0.3  microfauna              0.3          Buried        80
## 781           0.3  microfauna              0.3          Buried        80
## 782           0.3  microfauna              0.3          Buried        80
## 783           0.3  microfauna              0.3          Buried        80
## 784           0.3  microfauna              0.3          Buried        80
## 785           0.3  microfauna              0.3          Buried        80
## 786           0.3  microfauna              0.3          Buried        80
## 787           0.3  microfauna              0.3          Buried        80
## 788           0.3  microfauna              0.3          Buried        80
## 789           0.3  microfauna              0.3          Buried        80
## 790           0.3  microfauna              0.3          Buried        80
## 791           0.3  microfauna              0.3          Buried        80
## 792           0.3  microfauna              0.3          Buried        80
## 793           0.3  microfauna              0.3          Buried        80
## 794           0.3  microfauna              0.3          Buried        80
## 795           0.3  microfauna              0.3          Buried        80
## 796           0.3  microfauna              0.3          Buried        80
## 797           0.3  microfauna              0.3          Buried        80
## 798           0.3  microfauna              0.3          Buried        80
## 799           0.3  microfauna              0.3          Buried        80
## 800           0.3  microfauna              0.3          Buried        80
## 801           0.3  microfauna              0.3          Buried        80
## 802           0.3  microfauna              0.3          Buried        80
## 803           0.3  microfauna              0.3          Buried        80
## 804             1   mesofauna                1        Surface         61
## 805             1   mesofauna                1        Surface        152
## 806             1   mesofauna                1        Surface        365
## 807             1   mesofauna                1        Surface        487
## 808             1   mesofauna                1        Surface         61
## 809             1   mesofauna                1        Surface        152
## 810             1   mesofauna                1        Surface        365
## 811             1   mesofauna                1        Surface        487
## 812             1   mesofauna                1        Surface         61
## 813             1   mesofauna                1        Surface        152
## 814             1   mesofauna                1        Surface        365
## 815             1   mesofauna                1        Surface        487
## 816             2   mesofauna                2        Surface        730
## 817             2   mesofauna                2        Surface        730
## 818             2   mesofauna                2        Surface        730
## 819             2   mesofauna                2        Surface        730
## 820             2   mesofauna                2        Surface        730
## 821             2   mesofauna                2        Surface        730
## 822             2   mesofauna                2        Surface        730
## 823             2   mesofauna                2        Surface        730
## 824             2   mesofauna                2        Surface        730
## 825             2   mesofauna                2        Surface        730
## 826             2   mesofauna                2        Surface        730
## 827             2   mesofauna                2        Surface        730
## 828             2   mesofauna                2        Surface        730
## 829             2   mesofauna                2        Surface        730
## 830             2   mesofauna                2        Surface        730
## 831             2   mesofauna                2        Surface        730
## 832             2   mesofauna                2        Surface        730
## 833             2   mesofauna                2        Surface        730
## 834             2   mesofauna                2        Surface        730
## 835             2   mesofauna                2        Surface        730
## 836             2   mesofauna                2        Surface        730
## 837             2   mesofauna                2        Surface        730
## 838             2   mesofauna                2        Surface        730
## 839             2   mesofauna                2        Surface        730
## 840             2   mesofauna                2        Surface        730
## 841             2   mesofauna                2        Surface        730
## 842             2   mesofauna                2        Surface        730
## 843             2   mesofauna                2        Surface        730
## 844             2   mesofauna                2        Surface        730
## 845             2   mesofauna                2        Surface        730
## 846             2   mesofauna                2        Surface        730
## 847             2   mesofauna                2        Surface        730
## 848             2   mesofauna                2        Surface        730
## 849             2   mesofauna                2        Surface        730
## 850             2   mesofauna                2        Surface        730
## 851             2   mesofauna                2        Surface        730
## 852             2   mesofauna                2        Surface        730
## 853             2   mesofauna                2        Surface        730
## 854             2   mesofauna                2        Surface        730
## 855             2   mesofauna                2        Surface        730
## 856             2   mesofauna                2        Surface        730
## 857             2   mesofauna                2        Surface        730
## 858             2   mesofauna                2        Surface        730
## 859             2   mesofauna                2        Surface        730
## 860             1   mesofauna                1        Surface        162
## 861             1   mesofauna                1        Surface        252
## 862             1   mesofauna                1        Surface        341
## 863             1   mesofauna                1        Surface        620
## 864             1   mesofauna                1        Surface        706
## 865             1   mesofauna                1        Surface        911
## 866             1   mesofauna                1        Surface        991
## 867             1   mesofauna                1        Surface       1072
##     Duration_period                            spc_abbr
## 1            medium                               Be,Ra
## 2            medium                               Be,Pk
## 3            medium                            Be,Pk,Ra
## 4            medium                               Be,Ra
## 5            medium                               Be,Pk
## 6            medium                            Be,Pk,Ra
## 7            medium                               Be,Ra
## 8            medium                               Be,Pk
## 9            medium                            Be,Pk,Ra
## 10             long                               Be,Ra
## 11             long                               Be,Pk
## 12             long                            Be,Pk,Ra
## 13           medium                               Be,Ra
## 14           medium                               Be,Pk
## 15           medium                            Be,Pk,Ra
## 16           medium                               Be,Ra
## 17           medium                               Be,Pk
## 18           medium                            Be,Pk,Ra
## 19           medium                               Be,Ra
## 20           medium                               Be,Pk
## 21           medium                            Be,Pk,Ra
## 22             long                               Be,Ra
## 23             long                               Be,Pk
## 24             long                            Be,Pk,Ra
## 25            short                               Lg,Am
## 26           medium                               Lg,Am
## 27           medium                               Lg,Am
## 28             long                               Lg,Am
## 29             long                               Lg,Am
## 30             long                               Lg,Am
## 31            short                               Lg,Qm
## 32           medium                               Lg,Qm
## 33           medium                               Lg,Qm
## 34             long                               Lg,Qm
## 35             long                               Lg,Qm
## 36             long                               Lg,Qm
## 37            short                               Lg,Jm
## 38           medium                               Lg,Jm
## 39           medium                               Lg,Jm
## 40             long                               Lg,Jm
## 41             long                               Lg,Jm
## 42             long                               Lg,Jm
## 43           medium                               Pk,Fm
## 44           medium                               Pk,Fm
## 45           medium                               Pk,Fm
## 46             long                               Pk,Fm
## 47           medium                               Pk,Ta
## 48           medium                               Pk,Ta
## 49           medium                               Pk,Ta
## 50             long                               Pk,Ta
## 51           medium                               Pk,Am
## 52           medium                               Pk,Am
## 53           medium                               Pk,Am
## 54             long                               Pk,Am
## 55           medium                         PK,Fm,Ta,Am
## 56           medium                         PK,Fm,Ta,Am
## 57           medium                         PK,Fm,Ta,Am
## 58             long                         PK,Fm,Ta,Am
## 59             long                          Ba-a,As,Qr
## 60       very  long                          Ba-a,As,Qr
## 61            short                           Cp and Hm
## 62            short                           Cp and Sr
## 63            short                           Gg and Sm
## 64            short                           Gg and Vs
## 65            short                           Hc and Pi
## 66            short                           Pi and Vs
## 67            short                      CP, Hc  and Vs
## 68            short                      Cp, Pi, and Vs
## 69            short                       Gg, Hs and Sr
## 70            short                            Gg,pi,Sr
## 71            short                     Cp,Gg,Pi and Sr
## 72            short                     Cp,Hc,Pi and Vs
## 73            short                  Gg, Hc, Sr, and Vs
## 74            short                   Cp,Gg,Ps,Sr,Hc,Vs
## 75            short                           Cp and Hm
## 76            short                           Cp and Sr
## 77            short                           Gg and Sm
## 78            short                           Gg and Vs
## 79            short                           Hc and Pi
## 80            short                           Pi and Vs
## 81            short                      CP, Hc  and Vs
## 82            short                      Cp, Pi, and Vs
## 83            short                       Gg, Hs and Sr
## 84            short                            Gg,pi,Sr
## 85            short                     Cp,Gg,Pi and Sr
## 86            short                     Cp,Hc,Pi and Vs
## 87            short                  Gg, Hc, Sr, and Vs
## 88            short                   Cp,Gg,Ps,Sr,Hc,Vs
## 89            short                           Ge and Pn
## 90           medium                           Ge and Pn
## 91             long                           Ge and Pn
## 92            short                               Qp,Fs
## 93           medium                               Qp,Fs
## 94           medium                               Qp,Fs
## 95             long                               Qp,Fs
## 96       very  long                               Qp,Fs
## 97       very  long                               Qp,Fs
## 98           medium                               Be,Ra
## 99             long                               Be,Ra
## 100            long                               Be,Ra
## 101      very  long                               Be,Ra
## 102          medium                               Be,Pk
## 103            long                               Be,Pk
## 104            long                               Be,Pk
## 105      very  long                               Be,Pk
## 106          medium                            Be,Ra,Pk
## 107            long                            Be,Ra,Pk
## 108            long                            Be,Ra,Pk
## 109      very  long                            Be,Ra,Pk
## 110          medium                               Be,Ra
## 111            long                               Be,Ra
## 112            long                               Be,Ra
## 113      very  long                               Be,Ra
## 114          medium                               Be,Pk
## 115            long                               Be,Pk
## 116            long                               Be,Pk
## 117      very  long                               Be,Pk
## 118          medium                            Be,Ra,Pk
## 119            long                            Be,Ra,Pk
## 120            long                            Be,Ra,Pk
## 121      very  long                            Be,Ra,Pk
## 122           short                               Fb,Sv
## 123           short                               Fb,Sv
## 124           short                               Fb,Sv
## 125          medium                               Fb,Sv
## 126          medium                               Fb,Sv
## 127           short                               Fb,Sv
## 128           short                               Fb,Sv
## 129           short                               Fb,Sv
## 130          medium                               Fb,Sv
## 131          medium                               Fb,Sv
## 132           short                               Fb,Sv
## 133           short                               Fb,Sv
## 134           short                               Fb,Sv
## 135          medium                               Fb,Sv
## 136          medium                               Fb,Sv
## 137            long                               Cf,Ar
## 138            long                               Ar,Qp
## 139            long                            Cf,Ar,Qp
## 140           short                               T,S,H
## 141          medium                               T,S,H
## 142            long                               T,S,H
## 143      very  long                               T,S,H
## 144           short                               T,S,H
## 145          medium                               T,S,H
## 146            long                               T,S,H
## 147      very  long                               T,S,H
## 148           short                               T,S,H
## 149          medium                               T,S,H
## 150            long                               T,S,H
## 151      very  long                               T,S,H
## 152            long                               Ba,Bn
## 153            long                               Ba,Vu
## 154            long                               Ba,En
## 155            long                               Ba,Vv
## 156            long                               Ba,Rc
## 157            long                               Af,Bn
## 158            long                               Af,Vv
## 159            long                               Af,Vu
## 160            long                               Af,Vn
## 161            long                               Af,Rc
## 162            long                               Pl,Vu
## 163            long                               Bn,Vu
## 164      very  long                               Ba,Bn
## 165      very  long                               Ba,Vu
## 166      very  long                               Ba,En
## 167      very  long                               Ba,Vv
## 168      very  long                               Ba,Rc
## 169      very  long                               Af,Bn
## 170      very  long                               Af,Vv
## 171      very  long                               Af,Vu
## 172      very  long                               Af,Vn
## 173      very  long                               Af,Rc
## 174      very  long                               Pl,Vu
## 175      very  long                               Bn,Vu
## 176          medium                               Ce,Pm
## 177          medium                               Ce,Pm
## 178          medium                               Ce,Pm
## 179          medium                               Ce,Pm
## 180          medium                               Ce,Pm
## 181          medium                               Ce,Pm
## 182          medium                               Ce,Pm
## 183          medium                               Ce,Pm
## 184          medium                           Fa and Vp
## 185          medium                           Fa and Vp
## 186          medium                           Fa and Vp
## 187          medium                           Fa and Vp
## 188          medium                           Fa and Vp
## 189          medium                           Fa and Vp
## 190            long                            Nd,Nn,No
## 191            long                            Nd,Nn,No
## 192            long                            Nd,Nn,No
## 193            long                            Nd,Nn,No
## 194           short                               Ce,Mm
## 195           short                               Ce,Mm
## 196          medium                               Ce,Mm
## 197          medium                               Ce,Mm
## 198            long                               Ce,Mm
## 199            long                               Ce,Mm
## 200          medium                               Av,Pc
## 201          medium                               Av,Pc
## 202            long                               Av,Pc
## 203      very  long                               Av,Pc
## 204      very  long                               Av,Pc
## 205      very  long                               Av,Pc
## 206      very  long                               Av,Pc
## 207      very  long                               Av,Pc
## 208      very  long                               Av,Pc
## 209      very  long                               Av,Pc
## 210            long                               Fs,Cb
## 211            long                               Fs,Cb
## 212            long                               Fs,Cb
## 213            long                               Fs,Cb
## 214            long                               Fs,Cb
## 215            long                               Fs,Cb
## 216      very  long                               Fq,Lm
## 217      very  long                               Qm,Lm
## 218      very  long                               Co,Lm
## 219      very  long                               Fq,Lm
## 220      very  long                               Qm,Lm
## 221      very  long                               Co,Lm
## 222      very  long                            Nd,Nn,No
## 223      very  long                            Nd,Nn,No
## 224      very  long                            Nd,Nn,No
## 225      very  long                            Nd,Nn,No
## 226           short                               Eg,Af
## 227           short                               Eg,Af
## 228           short                               Eg,Af
## 229           short                               Eg,Af
## 230           short                               Eg,Af
## 231           short                               Eg,Af
## 232           short                               Eg,Af
## 233           short                               Eg,Af
## 234           short                               Eg,Af
## 235           short                               Eg,Af
## 236           short                               Eg,Af
## 237           short                               Eg,Af
## 238           short                               Eg,Af
## 239           short                               Eg,Af
## 240           short                               Eg,Af
## 241           short                               Eg,Af
## 242           short                               Eg,Af
## 243           short                               Eg,Af
## 244           short                               Eg,Af
## 245           short                               Eg,Af
## 246           short                               Eg,Af
## 247           short                               Eg,Af
## 248           short                               Eg,Af
## 249           short                               Eg,Af
## 250           short                               Eg,Af
## 251           short                               Eg,Af
## 252           short                               Eg,Af
## 253           short                               Eg,Af
## 254           short                               Eg,Af
## 255           short                               Eg,Af
## 256           short                               Eg,Af
## 257           short                               Eg,Af
## 258           short                               Eg,Af
## 259           short                           Pe,CP, Cg
## 260           short                           Pe,CP, Cg
## 261           short                           Pe,CP, Cg
## 262           short                           Pe,CP, Cg
## 263           short                           Pe,CP, Cg
## 264           short                               Qm,Pk
## 265           short                               Qm,Pk
## 266          medium                               Qm,Pk
## 267          medium                               Qm,Pk
## 268          medium                               Qm,Pk
## 269            long                               Qm,Pk
## 270            long                               Qm,Pk
## 271            long                               Qm,Pk
## 272            long                               Qm,Pk
## 273            long                               Qm,Pk
## 274            long                               Qm,Pk
## 275      very  long                               Qm,Pk
## 276           short                               Qm,Pk
## 277           short                               Qm,Pk
## 278          medium                               Qm,Pk
## 279          medium                               Qm,Pk
## 280          medium                               Qm,Pk
## 281            long                               Qm,Pk
## 282            long                               Qm,Pk
## 283            long                               Qm,Pk
## 284            long                               Qm,Pk
## 285            long                               Qm,Pk
## 286            long                               Qm,Pk
## 287      very  long                               Qm,Pk
## 288           short                               Qm,Pk
## 289           short                               Qm,Pk
## 290          medium                               Qm,Pk
## 291          medium                               Qm,Pk
## 292          medium                               Qm,Pk
## 293            long                               Qm,Pk
## 294            long                               Qm,Pk
## 295            long                               Qm,Pk
## 296            long                               Qm,Pk
## 297            long                               Qm,Pk
## 298            long                               Qm,Pk
## 299      very  long                               Qm,Pk
## 300           short                               Fv,Mm
## 301           short                               Lg,Mm
## 302           short                               Cc,Mm
## 303           short                               Ac,Mm
## 304           short                               Pm,Mm
## 305           short                               Ss,Mm
## 306           short                               Cc,Mm
## 307            long                               Jc,Cb
## 308            long                               Jc,Fn
## 309            long                               Cb,Fn
## 310      very  long                               Jc,Cb
## 311      very  long                               Jc,Fn
## 312      very  long                               Cb,Fn
## 313            long                               Pd,Bp
## 314            long                               Pd,Ql
## 315            long                               Bp,Ql
## 316            long                               Pd,Bp
## 317            long                               Pd,Ql
## 318            long                               Bp,Ql
## 319            long                            Bp,Pd,Ql
## 320            long                            Bp,Pd,Qm
## 321      very  long                               Am,Cc
## 322      very  long                               Am,Ph
## 323      very  long                               Am,Qp
## 324      very  long                               Cc,Ph
## 325      very  long                               Cc,Qp
## 326      very  long                               Ph,Qp
## 327      very  long                            Am,Cc,Ph
## 328      very  long                            Am,Cc,Qp
## 329      very  long                            Am,Ph,Qp
## 330      very  long                            Cc,Ph,Qp
## 331      very  long                         Am,Cc,Ph,Qp
## 332      very  long                               Am,Cc
## 333      very  long                               Am,Ph
## 334      very  long                               Am,Qp
## 335      very  long                               Cc,Ph
## 336      very  long                               Cc,Qp
## 337      very  long                               Ph,Qp
## 338      very  long                            Am,Cc,Ph
## 339      very  long                            Am,Cc,Qp
## 340      very  long                            Am,Ph,Qp
## 341      very  long                            Cc,Ph,Qp
## 342      very  long                         Am,Cc,Ph,Qp
## 343          medium                               Pm,Cf
## 344          medium                               Pm,Qv
## 345          medium                               Cf,Qv
## 346          medium                            Pm,Cf,Qv
## 347           short                              Ai, Cn
## 348           short                              Ai, Cn
## 349           short                               Ps,Px
## 350           short                               Ps,Px
## 351           short                               Ps,Px
## 352           short                               Ps,Px
## 353           short                               Ps,Px
## 354           short                               Ps,Px
## 355            long                               Ps,Px
## 356            long                               Ps,Px
## 357            long                               Ps,Px
## 358            long                               Ps,Px
## 359            long                               Ps,Px
## 360            long                               Ps,Px
## 361          medium                               Vv,Dg
## 362          medium                               Vv,Gs
## 363          medium                               Dg,Gs
## 364          medium                            Vv,Dg,Gs
## 365            long                               Vv,Dg
## 366            long                               Vv,Gs
## 367            long                               Dg,Gs
## 368            long                            Vv,Dg,Gs
## 369      very  long                               Vv,Dg
## 370      very  long                               Vv,Gs
## 371      very  long                               Dg,Gs
## 372      very  long                            Vv,Dg,Gs
## 373           short                               An,Ar
## 374           short                               An,Ar
## 375            long                               An,Ar
## 376      very  long                               An,Ar
## 377           short                               Bp,Ta
## 378           short                               Bp,Ta
## 379            long                               Bp,Ta
## 380      very  long                               Bp,Ta
## 381           short                               Jv,Pb
## 382            long                               Jv,Pb
## 383      very  long                               Jv,Pb
## 384           short                               Jv,Pr
## 385           short                               Jv,Pr
## 386            long                               Jv,Pr
## 387      very  long                               Jv,Pr
## 388           short                               Jv,Qr
## 389           short                               Jv,Qr
## 390            long                               Jv,Qr
## 391      very  long                               Jv,Qr
## 392           short                               Jv,Qm
## 393           short                               Jv,Qm
## 394            long                               Jv,Qm
## 395      very  long                               Jv,Qm
## 396           short                               Pb,Pr
## 397           short                               Pb,Pr
## 398            long                               Pb,Pr
## 399      very  long                               Pb,Pr
## 400           short                               Pb,Ps
## 401            long                               Pb,Ps
## 402      very  long                               Pb,Ps
## 403           short                               Pr,Ps
## 404           short                               Pr,Ps
## 405            long                               Pr,Ps
## 406      very  long                               Pr,Ps
## 407           short                               Pr,Qa
## 408           short                               Pr,Qa
## 409            long                               Pr,Qa
## 410      very  long                               Pr,Qa
## 411           short                               Pr,Qr
## 412           short                               Pr,Qr
## 413            long                               Pr,Qr
## 414      very  long                               Pr,Qr
## 415           short                               An,Qa
## 416           short                               An,Qa
## 417            long                               An,Qa
## 418      very  long                               An,Qa
## 419           short                               Ps,Qa
## 420           short                               Ps,Qa
## 421            long                               Ps,Qa
## 422      very  long                               Ps,Qa
## 423           short                               Ps,Qe
## 424            long                               Ps,Qe
## 425      very  long                               Ps,Qe
## 426           short                               Ps,Qr
## 427            long                               Ps,Qr
## 428      very  long                               Ps,Qr
## 429           short                               Ps,Ta
## 430           short                               Ps,Ta
## 431            long                               Ps,Ta
## 432      very  long                               Ps,Ta
## 433           short                               Qa,Qm
## 434           short                               Qa,Qm
## 435            long                               Qa,Qm
## 436      very  long                               Qa,Qm
## 437           short                               Qe,Qm
## 438           short                               Qe,Qm
## 439            long                               Qe,Qm
## 440      very  long                               Qe,Qm
## 441           short                               Qe,Qr
## 442            long                               Qe,Qr
## 443      very  long                               Qe,Qr
## 444           short                               Qm,Qr
## 445            long                               Qm,Qr
## 446      very  long                               Qm,Qr
## 447           short                               Qm,Ta
## 448           short                               Qm,Ta
## 449            long                               Qm,Ta
## 450      very  long                               Qm,Ta
## 451           short                               An,Qe
## 452           short                               An,Qe
## 453            long                               An,Qe
## 454      very  long                               An,Qe
## 455           short                               Ar,Jv
## 456           short                               Ar,Jv
## 457            long                               Ar,Jv
## 458      very  long                               Ar,Jv
## 459           short                               Ar,Pb
## 460           short                               Ar,Pb
## 461            long                               Ar,Pb
## 462      very  long                               Ar,Pb
## 463           short                               Ar,Ta
## 464           short                               Ar,Ta
## 465            long                               Ar,Ta
## 466      very  long                               Ar,Ta
## 467           short                               Bp,Pb
## 468           short                               Bp,Pb
## 469            long                               Bp,Pb
## 470      very  long                               Bp,Pb
## 471           short                               Bp,Qe
## 472           short                               Bp,Qe
## 473            long                               Bp,Qe
## 474      very  long                               Bp,Qe
## 475           short                               Bp,Qm
## 476           short                               Bp,Qm
## 477            long                               Bp,Qm
## 478      very  long                               Bp,Qm
## 479           short                      An,Bp,Pr,Qr,Ta
## 480           short                      An,Bp,Pr,Qr,Ta
## 481            long                      An,Bp,Pr,Qr,Ta
## 482      very  long                      An,Bp,Pr,Qr,Ta
## 483           short                      Ar,Bp,Jv,Qa,Qm
## 484           short                      Ar,Bp,Jv,Qa,Qm
## 485            long                      Ar,Bp,Jv,Qa,Qm
## 486      very  long                      Ar,Bp,Jv,Qa,Qm
## 487           short                      An,Ar,Bp,Qe,Qr
## 488           short                      An,Ar,Bp,Qe,Qr
## 489            long                      An,Ar,Bp,Qe,Qr
## 490      very  long                      An,Ar,Bp,Qe,Qr
## 491           short                      Ar,Pb,Pr,Qa,Qm
## 492           short                      Ar,Pb,Pr,Qa,Qm
## 493            long                      Ar,Pb,Pr,Qa,Qm
## 494      very  long                      Ar,Pb,Pr,Qa,Qm
## 495           short                      Ar,Pb,Pr,Qe,Qm
## 496           short                      Ar,Pb,Pr,Qe,Qm
## 497            long                      Ar,Pb,Pr,Qe,Qm
## 498      very  long                      Ar,Pb,Pr,Qe,Qm
## 499           short                      Ar,Pr,Ps,Qa,Qm
## 500           short                      Ar,Pr,Ps,Qa,Qm
## 501            long                      Ar,Pr,Ps,Qa,Qm
## 502      very  long                      Ar,Pr,Ps,Qa,Qm
## 503           short                      Ar,Pr,Qa,Qe,Qm
## 504           short                      Ar,Pr,Qa,Qe,Qm
## 505            long                      Ar,Pr,Qa,Qe,Qm
## 506      very  long                      Ar,Pr,Qa,Qe,Qm
## 507           short                      Ar,Jv,Pr,Qe,Qm
## 508           short                      Ar,Jv,Pr,Qe,Qm
## 509            long                      Ar,Jv,Pr,Qe,Qm
## 510      very  long                      Ar,Jv,Pr,Qe,Qm
## 511           short An,Ar,Bp,Jv,Pb,Pr,Ps,Qa,Qe,Qm,Qr,Ta
## 512           short An,Ar,Bp,Jv,Pb,Pr,Ps,Qa,Qe,Qm,Qr,Ta
## 513            long An,Ar,Bp,Jv,Pb,Pr,Ps,Qa,Qe,Qm,Qr,Ta
## 514      very  long An,Ar,Bp,Jv,Pb,Pr,Ps,Qa,Qe,Qm,Qr,Ta
## 515            long                            Vm,Eh,Vv
## 516            long                            Vm,Ps,Pa
## 517            long                            Bp,Ps,Pa
## 518            long                  Vm, Eh,Vv,Bp,Ps,Pa
## 519            long                            Vm,Eh,Vv
## 520            long                            Vm,Ps,Pa
## 521            long                            Bp,Ps,Pa
## 522            long                  Vm, Eh,Vv,Bp,Ps,Pa
## 523            long                            Vm,Eh,Vv
## 524            long                            Vm,Ps,Pa
## 525            long                            Bp,Ps,Pa
## 526            long                  Vm, Eh,Vv,Bp,Ps,Pa
## 527            long                            Vm,Eh,Vv
## 528            long                            Vm,Ps,Pa
## 529            long                            Bp,Ps,Pa
## 530            long                  Vm, Eh,Vv,Bp,Ps,Pa
## 531            long                            Vm,Eh,Vv
## 532            long                            Vm,Ps,Pa
## 533            long                            Bp,Ps,Pa
## 534            long                  Vm, Eh,Vv,Bp,Ps,Pa
## 535            long                            Vm,Eh,Vv
## 536            long                            Vm,Ps,Pa
## 537            long                            Bp,Ps,Pa
## 538            long                  Vm, Eh,Vv,Bp,Ps,Pa
## 539          medium                               Pa,Fs
## 540            long                               Pa,Fs
## 541      very  long                               Pa,Fs
## 542      very  long                               Pa,Fs
## 543            long                               Pa,Fs
## 544            long                               Pa,Fs
## 545            long                               Pa,Fs
## 546            long                               Pa,Fs
## 547            long                               Pa,Fs
## 548            long                               Pa,Fs
## 549            long                               Pa,Fs
## 550            long                               Pa,Fs
## 551            long                               Pa,Fs
## 552            long                               Pa,Fs
## 553            long                               Pa,Fs
## 554            long                               Pa,Fs
## 555            long                               Pa,Fs
## 556            long                               Pa,Fs
## 557            long                               Pa,Fs
## 558            long                               Pa,Fs
## 559            long                               Pa,Fs
## 560            long                               Pa,Fs
## 561      very  long                               Pa,Fs
## 562      very  long                               Pa,Fs
## 563      very  long                               Pa,Fs
## 564      very  long                               Pa,Fs
## 565      very  long                               Pa,Fs
## 566      very  long                               Pa,Fs
## 567      very  long                               Pa,Fs
## 568      very  long                               Pa,Fs
## 569      very  long                               Pa,Fs
## 570      very  long                               Pa,Fs
## 571      very  long                               Pa,Fs
## 572      very  long                               Pa,Fs
## 573      very  long                               Pa,Fs
## 574      very  long                               Pa,Fs
## 575      very  long                               Pa,Fs
## 576      very  long                               Pa,Fs
## 577      very  long                               Pa,Fs
## 578      very  long                               Pa,Fs
## 579            long                            Ps,As,Vs
## 580            long                            Px,Ev,As
## 581           short                           Po, Al,An
## 582          medium                           Po, Al,An
## 583          medium                           Po, Al,An
## 584          medium                           Po, Al,An
## 585          medium                           Po, Al,An
## 586            long                               Bp,Ps
## 587            long                               Bp,Qr
## 588            long                               Fs,Qr
## 589            long                               Tc,Fs
## 590            long                               Tc,Ps
## 591            long                            Bp,Fs,Ps
## 592            long                            Fs,Qr,Ps
## 593            long                            Tc,Bp,Fs
## 594            long                            Tc,Bp,Qr
## 595            long                            Tc,Qr,Ps
## 596            long                         Bp,Fs,Qr,Ps
## 597            long                         Tc,Bp,Fs,Ps
## 598            long                         Tc,Bp,Fs,Qr
## 599            long                         Tc,Bp,Qr,Ps
## 600            long                         Tc,Fs,Qr,Ps
## 601            long                               Pm,Ch
## 602           short                               Mt,Pg
## 603           short                               Mt,Pg
## 604           short                               Le,Pg
## 605           short                               Le,Pg
## 606           short                               Mt,Sg
## 607           short                               Mt,Sg
## 608           short                               At,Mg
## 609           short                               At,Mg
## 610           short                         Sg,Pg,Mt,Cc
## 611           short                         Sg,Pg,Mt,Cc
## 612           short                         pg,Mg,Cc,At
## 613           short                         pg,Mg,Cc,At
## 614           short                         Mg,Ag,sG,At
## 615           short                         Mg,Ag,sG,At
## 616           short                         At,Mt,Mg,Sg
## 617           short                         At,Mt,Mg,Sg
## 618           short                   Cc,Mt,Sg,Ag,At,Pg
## 619           short                   Cc,Mt,Sg,Ag,At,Pg
## 620           short                   At,Mt,Ag,Cc,Pg,Le
## 621           short                   At,Mt,Ag,Cc,Pg,Le
## 622           short                   Mg,Pg,Cc,Ag,Mt,Sg
## 623           short                   Mg,Pg,Cc,Ag,Mt,Sg
## 624           short                   At,Mt,Sg,Cc,Pg,Mg
## 625           short                   At,Mt,Sg,Cc,Pg,Mg
## 626           short                               Mt,Pg
## 627           short                               Mt,Pg
## 628           short                               Le,Pg
## 629           short                               Le,Pg
## 630           short                               Mt,Sg
## 631           short                               Mt,Sg
## 632           short                               At,Mg
## 633           short                               At,Mg
## 634           short                         Sg,Pg,Mt,Cc
## 635           short                         Sg,Pg,Mt,Cc
## 636           short                         pg,Mg,Cc,At
## 637           short                         pg,Mg,Cc,At
## 638           short                         Mg,Ag,sG,At
## 639           short                         Mg,Ag,sG,At
## 640           short                         At,Mt,Mg,Sg
## 641           short                         At,Mt,Mg,Sg
## 642           short                   Cc,Mt,Sg,Ag,At,Pg
## 643           short                   Cc,Mt,Sg,Ag,At,Pg
## 644           short                   At,Mt,Ag,Cc,Pg,Le
## 645           short                   At,Mt,Ag,Cc,Pg,Le
## 646           short                   Mg,Pg,Cc,Ag,Mt,Sg
## 647           short                   Mg,Pg,Cc,Ag,Mt,Sg
## 648           short                   At,Mt,Sg,Cc,Pg,Mg
## 649           short                   At,Mt,Sg,Cc,Pg,Mg
## 650           short                               Pr,Qg
## 651           short                               Pr,Qg
## 652           short                               Pr,Qg
## 653           short                               Pr,Qg
## 654           short                               Pr,Qg
## 655           short                               Pr,Qg
## 656           short                               Pr,Qg
## 657           short                               Pr,Qg
## 658           short                               Pr,Qg
## 659           short                               Pr,Qg
## 660           short                               Pr,Qg
## 661           short                               Pr,Qg
## 662           short                               Pr,Qg
## 663           short                               Pr,Qg
## 664           short                               Pr,Qg
## 665           short                               Pa,Fo
## 666           short                               Pa,Fo
## 667           short                               Pa,Fo
## 668          medium                               Pa,Fo
## 669            long                               Pa,Fo
## 670      very  long                               Sp,Cm
## 671      very  long                               Sp,Lp
## 672      very  long                               Sp,An
## 673      very  long                               Cm,Lp
## 674      very  long                               Cm,An
## 675      very  long                               Lp,An
## 676      very  long                            Sp,Lp,An
## 677      very  long                            Sp,cM,An
## 678      very  long                            Sp,Cm.Lp
## 679      very  long                            Cm,Lp,An
## 680      very  long                         Sp,cm,Lp,An
## 681          medium                              Tam,Pk
## 682          medium                              Tam,Pk
## 683          medium                              Tam,Pk
## 684            long                              Tam,Pk
## 685            long                              Tam,Pk
## 686            long                              Tam,Pk
## 687           short                   Cf,Ss,Cm,Cs,Aa,Lf
## 688           short                   Cf,Ss,Cm,Cs,Aa,Lf
## 689           short                   Cf,Ss,Cm,Cs,Aa,Lf
## 690           short                   Cf,Ss,Cm,Cs,Aa,Lf
## 691           short                   Cf,Ss,Cm,Cs,Aa,Lf
## 692           short                   Cf,Ss,Cm,Cs,Aa,Lf
## 693           short                   Cf,Ss,Cm,Cs,Aa,Lf
## 694           short                   Cf,Ss,Cm,Cs,Aa,Lf
## 695           short                   Cf,Ss,Cm,Cs,Aa,Lf
## 696           short                   Cf,Ss,Cm,Cs,Aa,Lf
## 697           short                   Cf,Ss,Cm,Cs,Aa,Lf
## 698           short                   Cf,Ss,Cm,Cs,Aa,Lf
## 699          medium                   Cf,Ss,Cm,Cs,Aa,Lf
## 700          medium                   Cf,Ss,Cm,Cs,Aa,Lf
## 701          medium                   Cf,Ss,Cm,Cs,Aa,Lf
## 702          medium                   Cf,Ss,Cm,Cs,Aa,Lf
## 703          medium                   Cf,Ss,Cm,Cs,Aa,Lf
## 704          medium                   Cf,Ss,Cm,Cs,Aa,Lf
## 705          medium                   Cf,Ss,Cm,Cs,Aa,Lf
## 706          medium                   Cf,Ss,Cm,Cs,Aa,Lf
## 707          medium                   Cf,Ss,Cm,Cs,Aa,Lf
## 708          medium                   Cf,Ss,Cm,Cs,Aa,Lf
## 709          medium                   Cf,Ss,Cm,Cs,Aa,Lf
## 710          medium                   Cf,Ss,Cm,Cs,Aa,Lf
## 711            long                   Cf,Ss,Cm,Cs,Aa,Lf
## 712            long                   Cf,Ss,Cm,Cs,Aa,Lf
## 713            long                   Cf,Ss,Cm,Cs,Aa,Lf
## 714           short                              Pa,Bal
## 715           short                              Pa,Bal
## 716          medium                              Pa,Bal
## 717          medium                               Ms,Vm
## 718          medium                               Ms,Lp
## 719          medium                               Vm,Lp
## 720          medium                               Ms,Ps
## 721          medium                               Ms,Bn
## 722          medium                               Vm,Ps
## 723          medium                               Vm,Bn
## 724          medium                               Ps,Lp
## 725          medium                               Bn,Lp
## 726          medium                               Bn,Ps
## 727          medium                               Tp,Sv
## 728          medium                               Tp,As
## 729          medium                               Sv,As
## 730          medium                               Cs,Tp
## 731          medium                               Cs,As
## 732          medium                               Tp,Dc
## 733          medium                               Cs,Cv
## 734          medium                               Dc,As
## 735          medium                               Sv,Dc
## 736          medium                               Cs,Dc
## 737           short                              Ss, Ba
## 738           short                              Ss, Mb
## 739           short                               Ss,Mu
## 740           short                               Cf,Ba
## 741           short                               Cf,Mb
## 742           short                               Cf,Mb
## 743           short                               Cf,Mu
## 744           short                               Cc,Mb
## 745           short                               Cc,Mu
## 746           short                              Ss, Ba
## 747           short                              Ss, Mb
## 748           short                               Ss,Mu
## 749           short                               Cf,Ba
## 750           short                               Cf,Mb
## 751           short                               Cf,Mb
## 752           short                               Cf,Mu
## 753           short                               Cc,Mb
## 754           short                               Cc,Mu
## 755          medium                              Ss, Ba
## 756          medium                              Ss, Mb
## 757          medium                               Ss,Mu
## 758          medium                               Cf,Ba
## 759          medium                               Cf,Mb
## 760          medium                               Cf,Mb
## 761          medium                               Cf,Mu
## 762          medium                               Cc,Mb
## 763          medium                               Cc,Mu
## 764            long                            Pa,Pl,Qi
## 765            long                            Pa,Pl,Qi
## 766            long                            Pa,Pl,Cs
## 767            long                            Pa,Pl,Cs
## 768           short                               Lk,Jm
## 769           short                               Lk,Jm
## 770          medium                               Lk,Jm
## 771            long                               Lk,Jm
## 772           short                               Lk,Jm
## 773           short                               Lk,Jm
## 774          medium                               Lk,Jm
## 775            long                               Lk,Jm
## 776            long                               Lk,Jm
## 777            long                               Lk,Jm
## 778           short                               Ac,Bp
## 779           short                               Ac,Hm
## 780           short                               Ac,Lm
## 781           short                               Ac,Se
## 782           short                               Bp,Hm
## 783           short                               Bp,Lm
## 784           short                               Bp,Se
## 785           short                               Hm,Lm
## 786           short                               Hm,Se
## 787           short                               Lm,Se
## 788           short                            Ac,Bp,Hm
## 789           short                            Ac,Bp,Lm
## 790           short                            Ac,Be,Se
## 791           short                            Ac,Hm,Lm
## 792           short                            Ac,Hm,Se
## 793           short                            BP,Hm,Lm
## 794           short                            Bp,Hm,Se
## 795           short                            Hm,Lm,Se
## 796           short                            Ac,Lm,Se
## 797           short                            Bp,Lm,Se
## 798           short                         Ac,Bp,Hm,Lm
## 799           short                         Ac,Bp,Hm,Se
## 800           short                         Ac,Bp,Lm,Se
## 801           short                         Ac,Hm,Lm,Se
## 802           short                         Bp,Hm,Lm,Se
## 803           short                      Ac,Bp,Hm,Lm,Se
## 804           short                               Lc,Sb
## 805           short                               Lc,Sb
## 806            long                               Lc,Sb
## 807            long                               Lc,Sb
## 808           short                               Mr,Sb
## 809           short                               Mr,Sb
## 810            long                               Mr,Sb
## 811            long                               Mr,Sb
## 812           short                               Lc,Mr
## 813           short                               Lc,Mr
## 814            long                               Lc,Mr
## 815            long                               Lc,Mr
## 816      very  long                              Ss, Cl
## 817      very  long                              Ss, Eu
## 818      very  long                               Ss,Am
## 819      very  long                               Cl,Eu
## 820      very  long                               Cl,Am
## 821      very  long                               Eu,Am
## 822      very  long                            Sc,Cl,Eu
## 823      very  long                            Sc,Cl,Am
## 824      very  long                            Sc,Eu,Am
## 825      very  long                            Cl,Eu,Am
## 826      very  long                        Sp,Cl, Eu,Am
## 827      very  long                               Sm,CL
## 828      very  long                               Ss,Eu
## 829      very  long                               Ss,Am
## 830      very  long                               Cl,Eu
## 831      very  long                               Cl,Am
## 832      very  long                               Eu,Am
## 833      very  long                            Ss,Cl,Eu
## 834      very  long                            Ss,Cl,Am
## 835      very  long                            ss,Cl,Am
## 836      very  long                            Cl,Eu,Am
## 837      very  long                         Ss,Cl,Eu,Am
## 838      very  long                              Ss, Cl
## 839      very  long                              Ss, Eu
## 840      very  long                               Ss,Am
## 841      very  long                               Cl,Eu
## 842      very  long                               Cl,Am
## 843      very  long                               Eu,Am
## 844      very  long                            Sc,Cl,Eu
## 845      very  long                            Sc,Cl,Am
## 846      very  long                            Sc,Eu,Am
## 847      very  long                            Cl,Eu,Am
## 848      very  long                        Sp,Cl, Eu,Am
## 849      very  long                              Ss, Cl
## 850      very  long                              Ss, Eu
## 851      very  long                               Ss,Am
## 852      very  long                               Cl,Eu
## 853      very  long                               Cl,Am
## 854      very  long                               Eu,Am
## 855      very  long                            Sc,Cl,Eu
## 856      very  long                            Sc,Cl,Am
## 857      very  long                            Sc,Eu,Am
## 858      very  long                            Cl,Eu,Am
## 859      very  long                        Sp,Cl, Eu,Am
## 860           short                               Sk,Ag
## 861          medium                               Sk,Ag
## 862          medium                               Sk,Ag
## 863            long                               Sk,Ag
## 864            long                               Sk,Ag
## 865      very  long                               Sk,Ag
## 866      very  long                               Sk,Ag
## 867      very  long                               Sk,Ag
##                        Litter_type Drying_method Oven_temp_C Litter_size
## 1                        Deciduous     air dried         N/A  Whole leaf
## 2                        Deciduous     air dried         N/A  Whole leaf
## 3                        Deciduous     air dried         N/A  Whole leaf
## 4                        Deciduous     air dried         N/A  Whole leaf
## 5                        Deciduous     air dried         N/A  Whole leaf
## 6                        Deciduous     air dried         N/A  Whole leaf
## 7                        Deciduous     air dried         N/A  Whole leaf
## 8                        Deciduous     air dried         N/A  Whole leaf
## 9                        Deciduous     air dried         N/A  Whole leaf
## 10                       Deciduous     air dried         N/A  Whole leaf
## 11                       Deciduous     air dried         N/A  Whole leaf
## 12                       Deciduous     air dried         N/A  Whole leaf
## 13                       Deciduous     air dried         N/A  Whole leaf
## 14                       Deciduous     air dried         N/A  Whole leaf
## 15                       Deciduous     air dried         N/A  Whole leaf
## 16                       Deciduous     air dried         N/A  Whole leaf
## 17                       Deciduous     air dried         N/A  Whole leaf
## 18                       Deciduous     air dried         N/A  Whole leaf
## 19                       Deciduous     air dried         N/A  Whole leaf
## 20                       Deciduous     air dried         N/A  Whole leaf
## 21                       Deciduous     air dried         N/A  Whole leaf
## 22                       Deciduous     air dried         N/A  Whole leaf
## 23                       Deciduous     air dried         N/A  Whole leaf
## 24                       Deciduous     air dried         N/A  Whole leaf
## 25                       Deciduous    oven dried          60  Whole leaf
## 26                       Deciduous    oven dried          60  Whole leaf
## 27                       Deciduous    oven dried          60  Whole leaf
## 28                       Deciduous    oven dried          60  Whole leaf
## 29                       Deciduous    oven dried          60  Whole leaf
## 30                       Deciduous    oven dried          60  Whole leaf
## 31                       Deciduous    oven dried          60  Whole leaf
## 32                       Deciduous    oven dried          60  Whole leaf
## 33                       Deciduous    oven dried          60  Whole leaf
## 34                       Deciduous    oven dried          60  Whole leaf
## 35                       Deciduous    oven dried          60  Whole leaf
## 36                       Deciduous    oven dried          60  Whole leaf
## 37                       Deciduous    oven dried          60  Whole leaf
## 38                       Deciduous    oven dried          60  Whole leaf
## 39                       Deciduous    oven dried          60  Whole leaf
## 40                       Deciduous    oven dried          60  Whole leaf
## 41                       Deciduous    oven dried          60  Whole leaf
## 42                       Deciduous    oven dried          60  Whole leaf
## 43                       Deciduous     air dried         N/A  Whole leaf
## 44                       Deciduous     air dried         N/A  Whole leaf
## 45                       Deciduous     air dried         N/A  Whole leaf
## 46                       Deciduous     air dried         N/A  Whole leaf
## 47                       Deciduous     air dried         N/A  Whole leaf
## 48                       Deciduous     air dried         N/A  Whole leaf
## 49                       Deciduous     air dried         N/A  Whole leaf
## 50                       Deciduous     air dried         N/A  Whole leaf
## 51                       Deciduous     air dried         N/A  Whole leaf
## 52                       Deciduous     air dried         N/A  Whole leaf
## 53                       Deciduous     air dried         N/A  Whole leaf
## 54                       Deciduous     air dried         N/A  Whole leaf
## 55                       Deciduous     air dried         N/A  Whole leaf
## 56                       Deciduous     air dried         N/A  Whole leaf
## 57                       Deciduous     air dried         N/A  Whole leaf
## 58                       Deciduous     air dried         N/A  Whole leaf
## 59                       Deciduous     Air dried         N/A  Whole leaf
## 60                       Deciduous     Air dried         N/A  Whole leaf
## 61                       Deciduous     Air dried         N/A  Whole leaf
## 62                       Deciduous     Air dried         N/A  Whole leaf
## 63                       Deciduous     Air dried         N/A  Whole leaf
## 64                       Deciduous     Air dried         N/A  Whole leaf
## 65                       Deciduous     Air dried         N/A  Whole leaf
## 66                       Deciduous     Air dried         N/A  Whole leaf
## 67                       Deciduous     Air dried         N/A  Whole leaf
## 68                       Deciduous     Air dried         N/A  Whole leaf
## 69                       Deciduous     Air dried         N/A  Whole leaf
## 70                       Deciduous     Air dried         N/A  Whole leaf
## 71                       Deciduous     Air dried         N/A  Whole leaf
## 72                       Deciduous     Air dried         N/A  Whole leaf
## 73                       Deciduous     Air dried         N/A  Whole leaf
## 74                       Deciduous     Air dried         N/A  Whole leaf
## 75                       Deciduous     Air dried         N/A  Whole leaf
## 76                       Deciduous     Air dried         N/A  Whole leaf
## 77                       Deciduous     Air dried         N/A  Whole leaf
## 78                       Deciduous     Air dried         N/A  Whole leaf
## 79                       Deciduous     Air dried         N/A  Whole leaf
## 80                       Deciduous     Air dried         N/A  Whole leaf
## 81                       Deciduous     Air dried         N/A  Whole leaf
## 82                       Deciduous     Air dried         N/A  Whole leaf
## 83                       Deciduous     Air dried         N/A  Whole leaf
## 84                       Deciduous     Air dried         N/A  Whole leaf
## 85                       Deciduous     Air dried         N/A  Whole leaf
## 86                       Deciduous     Air dried         N/A  Whole leaf
## 87                       Deciduous     Air dried         N/A  Whole leaf
## 88                       Deciduous     Air dried         N/A  Whole leaf
## 89                       Deciduous    oven dried          65  Whole leaf
## 90                       Deciduous    oven dried          65  Whole leaf
## 91                       Deciduous    oven dried          65  Whole leaf
## 92                       Deciduous     Air dried         N/A  Whole leaf
## 93                       Deciduous     Air dried         N/A  Whole leaf
## 94                       Deciduous     Air dried         N/A  Whole leaf
## 95                       Deciduous     Air dried         N/A  Whole leaf
## 96                       Deciduous     Air dried         N/A  Whole leaf
## 97                       Deciduous     Air dried         N/A  Whole leaf
## 98             shrub and Deciduous     Air dried         N/A  Whole leaf
## 99             shrub and Deciduous     Air dried         N/A  Whole leaf
## 100            shrub and Deciduous     Air dried         N/A  Whole leaf
## 101            shrub and Deciduous     Air dried         N/A  Whole leaf
## 102       Deciduous and herbaceous     Air dried         N/A  Whole leaf
## 103       Deciduous and herbaceous     Air dried         N/A  Whole leaf
## 104       Deciduous and herbaceous     Air dried         N/A  Whole leaf
## 105       Deciduous and herbaceous     Air dried         N/A  Whole leaf
## 106 Deciduous herbecious and shrub     Air dried         N/A  Whole leaf
## 107 Deciduous herbecious and shrub     Air dried         N/A  Whole leaf
## 108 Deciduous herbecious and shrub     Air dried         N/A  Whole leaf
## 109 Deciduous herbecious and shrub     Air dried         N/A  Whole leaf
## 110            shrub and Deciduous     Air dried         N/A  Whole leaf
## 111            shrub and Deciduous     Air dried         N/A  Whole leaf
## 112            shrub and Deciduous     Air dried         N/A  Whole leaf
## 113            shrub and Deciduous     Air dried         N/A  Whole leaf
## 114       Deciduous and herbaceous     Air dried         N/A  Whole leaf
## 115       Deciduous and herbaceous     Air dried         N/A  Whole leaf
## 116       Deciduous and herbaceous     Air dried         N/A  Whole leaf
## 117       Deciduous and herbaceous     Air dried         N/A  Whole leaf
## 118 Deciduous herbecious and shrub     Air dried         N/A  Whole leaf
## 119 Deciduous herbecious and shrub     Air dried         N/A  Whole leaf
## 120 Deciduous herbecious and shrub     Air dried         N/A  Whole leaf
## 121 Deciduous herbecious and shrub     Air dried         N/A  Whole leaf
## 122                     herbaceous    air diried         N/A  Whole leaf
## 123                     herbaceous    air diried         N/A  Whole leaf
## 124                     herbaceous    air diried         N/A  Whole leaf
## 125                     herbaceous    air diried         N/A  Whole leaf
## 126                     herbaceous    air diried         N/A  Whole leaf
## 127                     herbaceous    air diried         N/A  Whole leaf
## 128                     herbaceous    air diried         N/A  Whole leaf
## 129                     herbaceous    air diried         N/A  Whole leaf
## 130                     herbaceous    air diried         N/A  Whole leaf
## 131                     herbaceous    air diried         N/A  Whole leaf
## 132                     herbaceous    air diried         N/A  Whole leaf
## 133                     herbaceous    air diried         N/A  Whole leaf
## 134                     herbaceous    air diried         N/A  Whole leaf
## 135                     herbaceous    air diried         N/A  Whole leaf
## 136                     herbaceous    air diried         N/A  Whole leaf
## 137                     herbaceous     Air dried         N/A  Whole leaf
## 138                     herbaceous     Air dried         N/A  Whole leaf
## 139                     herbaceous     Air dried         N/A  Whole leaf
## 140    shrubs herbs and evergreen      Air dried         N/A  Whole leaf
## 141    shrubs herbs and evergreen      Air dried         N/A  Whole leaf
## 142    shrubs herbs and evergreen      Air dried         N/A  Whole leaf
## 143    shrubs herbs and evergreen      Air dried         N/A  Whole leaf
## 144    shrubs herbs and evergreen      Air dried         N/A  Whole leaf
## 145    shrubs herbs and evergreen      Air dried         N/A  Whole leaf
## 146    shrubs herbs and evergreen      Air dried         N/A  Whole leaf
## 147    shrubs herbs and evergreen      Air dried         N/A  Whole leaf
## 148    shrubs herbs and evergreen      Air dried         N/A  Whole leaf
## 149    shrubs herbs and evergreen      Air dried         N/A  Whole leaf
## 150    shrubs herbs and evergreen      Air dried         N/A  Whole leaf
## 151    shrubs herbs and evergreen      Air dried         N/A  Whole leaf
## 152 perennial hemiparasitic plants     Air dried         N/A  Whole leaf
## 153 perennial hemiparasitic plants     Air dried         N/A  Whole leaf
## 154 perennial hemiparasitic plants     Air dried         N/A  Whole leaf
## 155 perennial hemiparasitic plants     Air dried         N/A  Whole leaf
## 156 perennial hemiparasitic plants     Air dried         N/A  Whole leaf
## 157 perennial hemiparasitic plants     Air dried         N/A  Whole leaf
## 158 perennial hemiparasitic plants     Air dried         N/A  Whole leaf
## 159 perennial hemiparasitic plants     Air dried         N/A  Whole leaf
## 160 perennial hemiparasitic plants     Air dried         N/A  Whole leaf
## 161 perennial hemiparasitic plants     Air dried         N/A  Whole leaf
## 162 perennial hemiparasitic plants     Air dried         N/A  Whole leaf
## 163 perennial hemiparasitic plants     Air dried         N/A  Whole leaf
## 164 perennial hemiparasitic plants     Air dried         N/A  Whole leaf
## 165 perennial hemiparasitic plants     Air dried         N/A  Whole leaf
## 166 perennial hemiparasitic plants     Air dried         N/A  Whole leaf
## 167 perennial hemiparasitic plants     Air dried         N/A  Whole leaf
## 168 perennial hemiparasitic plants     Air dried         N/A  Whole leaf
## 169 perennial hemiparasitic plants     Air dried         N/A  Whole leaf
## 170 perennial hemiparasitic plants     Air dried         N/A  Whole leaf
## 171 perennial hemiparasitic plants     Air dried         N/A  Whole leaf
## 172 perennial hemiparasitic plants     Air dried         N/A  Whole leaf
## 173 perennial hemiparasitic plants     Air dried         N/A  Whole leaf
## 174 perennial hemiparasitic plants     Air dried         N/A  Whole leaf
## 175 perennial hemiparasitic plants     Air dried         N/A  Whole leaf
## 176                      evergreen     Air dried         N/A  Whole leaf
## 177                      evergreen     Air dried         N/A  Whole leaf
## 178                      evergreen     Air dried         N/A  Whole leaf
## 179                      evergreen     Air dried         N/A  Whole leaf
## 180                      evergreen     Air dried         N/A  Whole leaf
## 181                      evergreen     Air dried         N/A  Whole leaf
## 182                      evergreen     Air dried         N/A  Whole leaf
## 183                      evergreen     Air dried         N/A  Whole leaf
## 184                      Deciduous     Air dried         N/A  Whole leaf
## 185                      Deciduous     Air dried         N/A  Whole leaf
## 186                      Deciduous     Air dried         N/A  Whole leaf
## 187                      Deciduous     Air dried         N/A  Whole leaf
## 188                      Deciduous     Air dried         N/A  Whole leaf
## 189                      Deciduous     Air dried         N/A  Whole leaf
## 190                      Deciduous    Air dried          N/A  Whole leaf
## 191                      Deciduous    Air dried          N/A  Whole leaf
## 192                      Deciduous    Air dried          N/A  Whole leaf
## 193                      Deciduous    Air dried          N/A  Whole leaf
## 194                      Deciduous      Air died         N/A  Whole leaf
## 195                      Deciduous      Air died         N/A  Whole leaf
## 196                      Deciduous      Air died         N/A  Whole leaf
## 197                      Deciduous      Air died         N/A  Whole leaf
## 198                      Deciduous      Air died         N/A  Whole leaf
## 199                      Deciduous      Air died         N/A  Whole leaf
## 200                      Deciduous      Air died         N/A  Whole leaf
## 201                      Deciduous      Air died         N/A  Whole leaf
## 202                      Deciduous      Air died         N/A  Whole leaf
## 203                      Deciduous      Air died         N/A  Whole leaf
## 204                      Deciduous      Air died         N/A  Whole leaf
## 205                      Deciduous      Air died         N/A  Whole leaf
## 206                      Deciduous      Air died         N/A  Whole leaf
## 207                      Deciduous      Air died         N/A  Whole leaf
## 208                      Deciduous      Air died         N/A  Whole leaf
## 209                      Deciduous      Air died         N/A  Whole leaf
## 210                      Deciduous      Air died         N/A  Whole leaf
## 211                      Deciduous      Air died         N/A  Whole leaf
## 212                      Deciduous      Air died         N/A  Whole leaf
## 213                      Deciduous      Air died         N/A  Whole leaf
## 214                      Deciduous      Air died         N/A  Whole leaf
## 215                      Deciduous      Air died         N/A  Whole leaf
## 216            shrub and Deciduous     Air dried         N/A  Whole leaf
## 217            shrub and Deciduous     Air dried         N/A  Whole leaf
## 218            shrub and Deciduous     Air dried         N/A  Whole leaf
## 219            shrub and Deciduous     Air dried         N/A  Whole leaf
## 220            shrub and Deciduous     Air dried         N/A  Whole leaf
## 221            shrub and Deciduous     Air dried         N/A  Whole leaf
## 222                      Deciduous     Air dried         N/A  Whole leaf
## 223                      Deciduous     Air dried         N/A  Whole leaf
## 224                      Deciduous     Air dried         N/A  Whole leaf
## 225                      Deciduous     Air dried         N/A  Whole leaf
## 226                      Deciduous     Air dried         N/A  Whole leaf
## 227                      Deciduous     Air dried         N/A  Whole leaf
## 228                      Deciduous     Air dried         N/A  Whole leaf
## 229                      Deciduous     Air dried         N/A  Whole leaf
## 230                      Deciduous     Air dried         N/A  Whole leaf
## 231                      Deciduous     Air dried         N/A  Whole leaf
## 232                      Deciduous     Air dried         N/A  Whole leaf
## 233                      Deciduous     Air dried         N/A  Whole leaf
## 234                      Deciduous     Air dried         N/A  Whole leaf
## 235                      Deciduous     Air dried         N/A  Whole leaf
## 236                      Deciduous     Air dried         N/A  Whole leaf
## 237                      Deciduous     Air dried         N/A  Whole leaf
## 238                      Deciduous     Air dried         N/A  Whole leaf
## 239                      Deciduous     Air dried         N/A  Whole leaf
## 240                      Deciduous     Air dried         N/A  Whole leaf
## 241                      Deciduous     Air dried         N/A  Whole leaf
## 242                      Deciduous     Air dried         N/A  Whole leaf
## 243                      Deciduous     Air dried         N/A  Whole leaf
## 244                      Deciduous     Air dried         N/A  Whole leaf
## 245                      Deciduous     Air dried         N/A  Whole leaf
## 246                      Deciduous     Air dried         N/A  Whole leaf
## 247                      Deciduous     Air dried         N/A  Whole leaf
## 248                      Deciduous     Air dried         N/A  Whole leaf
## 249                      Deciduous     Air dried         N/A  Whole leaf
## 250                      Deciduous     Air dried         N/A  Whole leaf
## 251                      Deciduous     Air dried         N/A  Whole leaf
## 252                      Deciduous     Air dried         N/A  Whole leaf
## 253                      Deciduous     Air dried         N/A  Whole leaf
## 254                      Deciduous     Air dried         N/A  Whole leaf
## 255                      Deciduous     Air dried         N/A  Whole leaf
## 256                      Deciduous     Air dried         N/A  Whole leaf
## 257                      Deciduous     Air dried         N/A  Whole leaf
## 258                      Deciduous     Air dried         N/A  Whole leaf
## 259                      Deciduous     Air dried         N/A  Whole leaf
## 260                      Deciduous     Air dried         N/A  Whole leaf
## 261                      Deciduous     Air dried         N/A  Whole leaf
## 262                      Deciduous     Air dried         N/A  Whole leaf
## 263                      Deciduous     Air dried         N/A  Whole leaf
## 264                      Deciduous    oven dried          80  Whole leaf
## 265                      Deciduous    oven dried          80  Whole leaf
## 266                      Deciduous    oven dried          80  Whole leaf
## 267                      Deciduous    oven dried          80  Whole leaf
## 268                      Deciduous    oven dried          80  Whole leaf
## 269                      Deciduous    oven dried          80  Whole leaf
## 270                      Deciduous    oven dried          80  Whole leaf
## 271                      Deciduous    oven dried          80  Whole leaf
## 272                      Deciduous    oven dried          80  Whole leaf
## 273                      Deciduous    oven dried          80  Whole leaf
## 274                      Deciduous    oven dried          80  Whole leaf
## 275                      Deciduous    oven dried          80  Whole leaf
## 276                      Deciduous    oven dried          80  Whole leaf
## 277                      Deciduous    oven dried          80  Whole leaf
## 278                      Deciduous    oven dried          80  Whole leaf
## 279                      Deciduous    oven dried          80  Whole leaf
## 280                      Deciduous    oven dried          80  Whole leaf
## 281                      Deciduous    oven dried          80  Whole leaf
## 282                      Deciduous    oven dried          80  Whole leaf
## 283                      Deciduous    oven dried          80  Whole leaf
## 284                      Deciduous    oven dried          80  Whole leaf
## 285                      Deciduous    oven dried          80  Whole leaf
## 286                      Deciduous    oven dried          80  Whole leaf
## 287                      Deciduous    oven dried          80  Whole leaf
## 288                      Deciduous    oven dried          80  Whole leaf
## 289                      Deciduous    oven dried          80  Whole leaf
## 290                      Deciduous    oven dried          80  Whole leaf
## 291                      Deciduous    oven dried          80  Whole leaf
## 292                      Deciduous    oven dried          80  Whole leaf
## 293                      Deciduous    oven dried          80  Whole leaf
## 294                      Deciduous    oven dried          80  Whole leaf
## 295                      Deciduous    oven dried          80  Whole leaf
## 296                      Deciduous    oven dried          80  Whole leaf
## 297                      Deciduous    oven dried          80  Whole leaf
## 298                      Deciduous    oven dried          80  Whole leaf
## 299                      Deciduous    oven dried          80  Whole leaf
## 300                      evergreen     Air dried         N/A  Whole leaf
## 301                      evergreen     Air dried         N/A  Whole leaf
## 302                      evergreen     Air dried         N/A  Whole leaf
## 303                      evergreen     Air dried         N/A  Whole leaf
## 304                      evergreen     Air dried         N/A  Whole leaf
## 305                      evergreen     Air dried         N/A  Whole leaf
## 306                      evergreen     Air dried         N/A  Whole leaf
## 307               shrub and legume     Air dried         N/A  Whole leaf
## 308                shrub and grass     Air dried         N/A  Whole leaf
## 309               grass and legume     Air dried         N/A  Whole leaf
## 310               shrub and legume     Air dried         N/A  Whole leaf
## 311                shrub and grass     Air dried         N/A  Whole leaf
## 312               grass and legume     Air dried         N/A  Whole leaf
## 313                      Deciduous     Air dried         N/A  Whole leaf
## 314                      Deciduous     Air dried         N/A  Whole leaf
## 315                      Deciduous     Air dried         N/A  Whole leaf
## 316                      Deciduous     Air dried         N/A  Whole leaf
## 317                      Deciduous     Air dried         N/A  Whole leaf
## 318                      Deciduous     Air dried         N/A  Whole leaf
## 319                      Deciduous     Air dried         N/A  Whole leaf
## 320                      Deciduous     Air dried         N/A  Whole leaf
## 321                      Deciduous     Air dried         N/A  Whole leaf
## 322                      Deciduous     Air dried         N/A  Whole leaf
## 323                      Deciduous     Air dried         N/A  Whole leaf
## 324                      Deciduous     Air dried         N/A  Whole leaf
## 325                      Deciduous     Air dried         N/A  Whole leaf
## 326                      Deciduous     Air dried         N/A  Whole leaf
## 327                      Deciduous     Air dried         N/A  Whole leaf
## 328                      Deciduous     Air dried         N/A  Whole leaf
## 329                      Deciduous     Air dried         N/A  Whole leaf
## 330                      Deciduous     Air dried         N/A  Whole leaf
## 331                      Deciduous     Air dried         N/A  Whole leaf
## 332                      Deciduous     Air dried         N/A  Whole leaf
## 333                      Deciduous     Air dried         N/A  Whole leaf
## 334                      Deciduous     Air dried         N/A  Whole leaf
## 335                      Deciduous     Air dried         N/A  Whole leaf
## 336                      Deciduous     Air dried         N/A  Whole leaf
## 337                      Deciduous     Air dried         N/A  Whole leaf
## 338                      Deciduous     Air dried         N/A  Whole leaf
## 339                      Deciduous     Air dried         N/A  Whole leaf
## 340                      Deciduous     Air dried         N/A  Whole leaf
## 341                      Deciduous     Air dried         N/A  Whole leaf
## 342                      Deciduous     Air dried         N/A  Whole leaf
## 343                      evergreen     Air dried         N/A  Whole leaf
## 344                      evergreen     Air dried         N/A  Whole leaf
## 345                      evergreen     Air dried         N/A  Whole leaf
## 346                      evergreen     Air dried         N/A  Whole leaf
## 347                shrub and grass     Air dried         N/A       2.5cm
## 348                shrub and grass     Air dried         N/A       2.5cm
## 349                      Deciduous     Air dried         N/A  Whole leaf
## 350                      Deciduous     Air dried         N/A  Whole leaf
## 351                      Deciduous     Air dried         N/A  Whole leaf
## 352                      Deciduous     Air dried         N/A  Whole leaf
## 353                      Deciduous     Air dried         N/A  Whole leaf
## 354                      Deciduous     Air dried         N/A  Whole leaf
## 355                      Deciduous     Air dried         N/A  Whole leaf
## 356                      Deciduous     Air dried         N/A  Whole leaf
## 357                      Deciduous     Air dried         N/A  Whole leaf
## 358                      Deciduous     Air dried         N/A  Whole leaf
## 359                      Deciduous     Air dried         N/A  Whole leaf
## 360                      Deciduous     Air dried         N/A  Whole leaf
## 361                shrub and grass     Air dried         N/A  Whole leaf
## 362                 shrub and forb     Air dried         N/A  Whole leaf
## 363                 grass and Forb     Air dried         N/A  Whole leaf
## 364          grass, shrub and Forb     Air dried         N/A  Whole leaf
## 365                shrub and grass     Air dried         N/A  Whole leaf
## 366                 shrub and forb     Air dried         N/A  Whole leaf
## 367                 grass and Forb     Air dried         N/A  Whole leaf
## 368          grass, shrub and Forb     Air dried         N/A  Whole leaf
## 369                shrub and grass     Air dried         N/A  Whole leaf
## 370                 shrub and forb     Air dried         N/A  Whole leaf
## 371                 grass and Forb     Air dried         N/A  Whole leaf
## 372          grass, shrub and Forb     Air dried         N/A  Whole leaf
## 373                      Deciduous     Air dried         N/A  Whole leaf
## 374                      Deciduous     Air dried         N/A  Whole leaf
## 375                      Deciduous     Air dried         N/A  Whole leaf
## 376                      Deciduous     Air dried         N/A  Whole leaf
## 377                      Deciduous     Air dried         N/A  Whole leaf
## 378                      Deciduous     Air dried         N/A  Whole leaf
## 379                      Deciduous     Air dried         N/A  Whole leaf
## 380                      Deciduous     Air dried         N/A  Whole leaf
## 381                      evergreen     Air dried         N/A  Whole leaf
## 382                      evergreen     Air dried         N/A  Whole leaf
## 383                      evergreen     Air dried         N/A  Whole leaf
## 384                      evergreen     Air dried         N/A  Whole leaf
## 385                      evergreen     Air dried         N/A  Whole leaf
## 386                      evergreen     Air dried         N/A  Whole leaf
## 387                      evergreen     Air dried         N/A  Whole leaf
## 388       Deciduous and evergreen      Air dried         N/A  Whole leaf
## 389       Deciduous and evergreen      Air dried         N/A  Whole leaf
## 390       Deciduous and evergreen      Air dried         N/A  Whole leaf
## 391       Deciduous and evergreen      Air dried         N/A  Whole leaf
## 392       Deciduous and evergreen      Air dried         N/A  Whole leaf
## 393       Deciduous and evergreen      Air dried         N/A  Whole leaf
## 394       Deciduous and evergreen      Air dried         N/A  Whole leaf
## 395       Deciduous and evergreen      Air dried         N/A  Whole leaf
## 396                      evergreen     Air dried         N/A  Whole leaf
## 397                      evergreen     Air dried         N/A  Whole leaf
## 398                      evergreen     Air dried         N/A  Whole leaf
## 399                      evergreen     Air dried         N/A  Whole leaf
## 400                      evergreen     Air dried         N/A  Whole leaf
## 401                      evergreen     Air dried         N/A  Whole leaf
## 402                      evergreen     Air dried         N/A  Whole leaf
## 403                      evergreen     Air dried         N/A  Whole leaf
## 404                      evergreen     Air dried         N/A  Whole leaf
## 405                      evergreen     Air dried         N/A  Whole leaf
## 406                      evergreen     Air dried         N/A  Whole leaf
## 407       Deciduous and evergreen      Air dried         N/A  Whole leaf
## 408       Deciduous and evergreen      Air dried         N/A  Whole leaf
## 409       Deciduous and evergreen      Air dried         N/A  Whole leaf
## 410       Deciduous and evergreen      Air dried         N/A  Whole leaf
## 411       Deciduous and evergreen      Air dried         N/A  Whole leaf
## 412       Deciduous and evergreen      Air dried         N/A  Whole leaf
## 413       Deciduous and evergreen      Air dried         N/A  Whole leaf
## 414       Deciduous and evergreen      Air dried         N/A  Whole leaf
## 415                      Deciduous     Air dried         N/A  Whole leaf
## 416                      Deciduous     Air dried         N/A  Whole leaf
## 417                      Deciduous     Air dried         N/A  Whole leaf
## 418                      Deciduous     Air dried         N/A  Whole leaf
## 419       Deciduous and evergreen      Air dried         N/A  Whole leaf
## 420       Deciduous and evergreen      Air dried         N/A  Whole leaf
## 421       Deciduous and evergreen      Air dried         N/A  Whole leaf
## 422       Deciduous and evergreen      Air dried         N/A  Whole leaf
## 423       Deciduous and evergreen      Air dried         N/A  Whole leaf
## 424       Deciduous and evergreen      Air dried         N/A  Whole leaf
## 425       Deciduous and evergreen      Air dried         N/A  Whole leaf
## 426       Deciduous and evergreen      Air dried         N/A  Whole leaf
## 427       Deciduous and evergreen      Air dried         N/A  Whole leaf
## 428       Deciduous and evergreen      Air dried         N/A  Whole leaf
## 429       Deciduous and evergreen      Air dried         N/A  Whole leaf
## 430       Deciduous and evergreen      Air dried         N/A  Whole leaf
## 431       Deciduous and evergreen      Air dried         N/A  Whole leaf
## 432       Deciduous and evergreen      Air dried         N/A  Whole leaf
## 433                      Deciduous     Air dried         N/A  Whole leaf
## 434                      Deciduous     Air dried         N/A  Whole leaf
## 435                      Deciduous     Air dried         N/A  Whole leaf
## 436                      Deciduous     Air dried         N/A  Whole leaf
## 437                      Deciduous     Air dried         N/A  Whole leaf
## 438                      Deciduous     Air dried         N/A  Whole leaf
## 439                      Deciduous     Air dried         N/A  Whole leaf
## 440                      Deciduous     Air dried         N/A  Whole leaf
## 441                      Deciduous     Air dried         N/A  Whole leaf
## 442                      Deciduous     Air dried         N/A  Whole leaf
## 443                      Deciduous     Air dried         N/A  Whole leaf
## 444                      Deciduous     Air dried         N/A  Whole leaf
## 445                      Deciduous     Air dried         N/A  Whole leaf
## 446                      Deciduous     Air dried         N/A  Whole leaf
## 447                      Deciduous     Air dried         N/A  Whole leaf
## 448                      Deciduous     Air dried         N/A  Whole leaf
## 449                      Deciduous     Air dried         N/A  Whole leaf
## 450                      Deciduous     Air dried         N/A  Whole leaf
## 451                      Deciduous     Air dried         N/A  Whole leaf
## 452                      Deciduous     Air dried         N/A  Whole leaf
## 453                      Deciduous     Air dried         N/A  Whole leaf
## 454                      Deciduous     Air dried         N/A  Whole leaf
## 455                      Deciduous     Air dried         N/A  Whole leaf
## 456                      Deciduous     Air dried         N/A  Whole leaf
## 457                      Deciduous     Air dried         N/A  Whole leaf
## 458                      Deciduous     Air dried         N/A  Whole leaf
## 459                      Deciduous     Air dried         N/A  Whole leaf
## 460                      Deciduous     Air dried         N/A  Whole leaf
## 461                      Deciduous     Air dried         N/A  Whole leaf
## 462                      Deciduous     Air dried         N/A  Whole leaf
## 463                      Deciduous     Air dried         N/A  Whole leaf
## 464                      Deciduous     Air dried         N/A  Whole leaf
## 465                      Deciduous     Air dried         N/A  Whole leaf
## 466                      Deciduous     Air dried         N/A  Whole leaf
## 467                      Deciduous     Air dried         N/A  Whole leaf
## 468                      Deciduous     Air dried         N/A  Whole leaf
## 469                      Deciduous     Air dried         N/A  Whole leaf
## 470                      Deciduous     Air dried         N/A  Whole leaf
## 471                      Deciduous     Air dried         N/A  Whole leaf
## 472                      Deciduous     Air dried         N/A  Whole leaf
## 473                      Deciduous     Air dried         N/A  Whole leaf
## 474                      Deciduous     Air dried         N/A  Whole leaf
## 475                      Deciduous     Air dried         N/A  Whole leaf
## 476                      Deciduous     Air dried         N/A  Whole leaf
## 477                      Deciduous     Air dried         N/A  Whole leaf
## 478                      Deciduous     Air dried         N/A  Whole leaf
## 479       Deciduous and evergreen      Air dried         N/A  Whole leaf
## 480       Deciduous and evergreen      Air dried         N/A  Whole leaf
## 481       Deciduous and evergreen      Air dried         N/A  Whole leaf
## 482       Deciduous and evergreen      Air dried         N/A  Whole leaf
## 483       Deciduous and evergreen      Air dried         N/A  Whole leaf
## 484       Deciduous and evergreen      Air dried         N/A  Whole leaf
## 485       Deciduous and evergreen      Air dried         N/A  Whole leaf
## 486       Deciduous and evergreen      Air dried         N/A  Whole leaf
## 487                      Deciduous     Air dried         N/A  Whole leaf
## 488                      Deciduous     Air dried         N/A  Whole leaf
## 489                      Deciduous     Air dried         N/A  Whole leaf
## 490                      Deciduous     Air dried         N/A  Whole leaf
## 491       Deciduous and evergreen      Air dried         N/A  Whole leaf
## 492       Deciduous and evergreen      Air dried         N/A  Whole leaf
## 493       Deciduous and evergreen      Air dried         N/A  Whole leaf
## 494       Deciduous and evergreen      Air dried         N/A  Whole leaf
## 495       Deciduous and evergreen      Air dried         N/A  Whole leaf
## 496       Deciduous and evergreen      Air dried         N/A  Whole leaf
## 497       Deciduous and evergreen      Air dried         N/A  Whole leaf
## 498       Deciduous and evergreen      Air dried         N/A  Whole leaf
## 499       Deciduous and evergreen      Air dried         N/A  Whole leaf
## 500       Deciduous and evergreen      Air dried         N/A  Whole leaf
## 501       Deciduous and evergreen      Air dried         N/A  Whole leaf
## 502       Deciduous and evergreen      Air dried         N/A  Whole leaf
## 503       Deciduous and evergreen      Air dried         N/A  Whole leaf
## 504       Deciduous and evergreen      Air dried         N/A  Whole leaf
## 505       Deciduous and evergreen      Air dried         N/A  Whole leaf
## 506       Deciduous and evergreen      Air dried         N/A  Whole leaf
## 507       Deciduous and evergreen      Air dried         N/A  Whole leaf
## 508       Deciduous and evergreen      Air dried         N/A  Whole leaf
## 509       Deciduous and evergreen      Air dried         N/A  Whole leaf
## 510       Deciduous and evergreen      Air dried         N/A  Whole leaf
## 511       Deciduous and evergreen      Air dried         N/A  Whole leaf
## 512       Deciduous and evergreen      Air dried         N/A  Whole leaf
## 513       Deciduous and evergreen      Air dried         N/A  Whole leaf
## 514       Deciduous and evergreen      Air dried         N/A  Whole leaf
## 515                         shrubs     Air dried         N/A  Whole leaf
## 516            shrub and evergreen     Air dried         N/A  Whole leaf
## 517 shrub, evergreen and Deciduous     Air dried         N/A  Whole leaf
## 518 shrub, evergreen and Deciduous     Air dried         N/A  Whole leaf
## 519                         shrubs     Air dried         N/A  Whole leaf
## 520            shrub and evergreen     Air dried         N/A  Whole leaf
## 521 shrub, evergreen and Deciduous     Air dried         N/A  Whole leaf
## 522 shrub, evergreen and Deciduous     Air dried         N/A  Whole leaf
## 523                         shrubs     Air dried         N/A  Whole leaf
## 524            shrub and evergreen     Air dried         N/A  Whole leaf
## 525 shrub, evergreen and Deciduous     Air dried         N/A  Whole leaf
## 526 shrub, evergreen and Deciduous     Air dried         N/A  Whole leaf
## 527                         shrubs     Air dried         N/A  Whole leaf
## 528            shrub and evergreen     Air dried         N/A  Whole leaf
## 529 shrub, evergreen and Deciduous     Air dried         N/A  Whole leaf
## 530 shrub, evergreen and Deciduous     Air dried         N/A  Whole leaf
## 531                         shrubs     Air dried         N/A  Whole leaf
## 532            shrub and Deciduous     Air dried         N/A  Whole leaf
## 533 shrub, evergreen and Deciduous     Air dried         N/A  Whole leaf
## 534 shrub, evergreen and Deciduous     Air dried         N/A  Whole leaf
## 535                         shrubs     Air dried         N/A  Whole leaf
## 536            shrub and evergreen     Air dried         N/A  Whole leaf
## 537 shrub, evergreen and Deciduous     Air dried         N/A  Whole leaf
## 538 shrub, evergreen and Deciduous     Air dried         N/A  Whole leaf
## 539       Deciduous and evergreen     Oven dried          50  Whole leaf
## 540       Deciduous and evergreen     Oven dried          50  Whole leaf
## 541       Deciduous and evergreen     Oven dried          50  Whole leaf
## 542       Deciduous and evergreen     Oven dried          50  Whole leaf
## 543       Deciduous and evergreen     Oven dried          50  Whole leaf
## 544       Deciduous and evergreen     Oven dried          50  Whole leaf
## 545       Deciduous and evergreen     Oven dried          50  Whole leaf
## 546       Deciduous and evergreen     Oven dried          50  Whole leaf
## 547       Deciduous and evergreen     Oven dried          50  Whole leaf
## 548       Deciduous and evergreen     Oven dried          50  Whole leaf
## 549       Deciduous and evergreen     Oven dried          50  Whole leaf
## 550       Deciduous and evergreen     Oven dried          50  Whole leaf
## 551       Deciduous and evergreen     Oven dried          50  Whole leaf
## 552       Deciduous and evergreen     Oven dried          50  Whole leaf
## 553       Deciduous and evergreen     Oven dried          50  Whole leaf
## 554       Deciduous and evergreen     Oven dried          50  Whole leaf
## 555       Deciduous and evergreen     Oven dried          50  Whole leaf
## 556       Deciduous and evergreen     Oven dried          50  Whole leaf
## 557       Deciduous and evergreen     Oven dried          50  Whole leaf
## 558       Deciduous and evergreen     Oven dried          50  Whole leaf
## 559       Deciduous and evergreen     Oven dried          50  Whole leaf
## 560       Deciduous and evergreen     Oven dried          50  Whole leaf
## 561       Deciduous and evergreen     Oven dried          50  Whole leaf
## 562       Deciduous and evergreen     Oven dried          50  Whole leaf
## 563       Deciduous and evergreen     Oven dried          50  Whole leaf
## 564       Deciduous and evergreen     Oven dried          50  Whole leaf
## 565       Deciduous and evergreen     Oven dried          50  Whole leaf
## 566       Deciduous and evergreen     Oven dried          50  Whole leaf
## 567       Deciduous and evergreen     Oven dried          50  Whole leaf
## 568       Deciduous and evergreen     Oven dried          50  Whole leaf
## 569       Deciduous and evergreen     Oven dried          50  Whole leaf
## 570       Deciduous and evergreen     Oven dried          50  Whole leaf
## 571       Deciduous and evergreen     Oven dried          50  Whole leaf
## 572       Deciduous and evergreen     Oven dried          50  Whole leaf
## 573       Deciduous and evergreen     Oven dried          50  Whole leaf
## 574       Deciduous and evergreen     Oven dried          50  Whole leaf
## 575       Deciduous and evergreen     Oven dried          50  Whole leaf
## 576       Deciduous and evergreen     Oven dried          50  Whole leaf
## 577       Deciduous and evergreen     Oven dried          50  Whole leaf
## 578       Deciduous and evergreen     Oven dried          50  Whole leaf
## 579       evergreen and herbaceous     Air dried         N/A           5
## 580       evergreen and herbaceous     Air dried         N/A           5
## 581                shrub and grass     Air dried         N/A  Whole leaf
## 582                      Deciduous     Air dried         N/A  Whole leaf
## 583                      Deciduous     Air dried         N/A  Whole leaf
## 584                      Deciduous     Air dried         N/A  Whole leaf
## 585                      Deciduous     Air dried         N/A  Whole leaf
## 586       Deciduous and evergreen    oven dried           25  Whole leaf
## 587       Deciduous and evergreen    oven dried           25  Whole leaf
## 588       Deciduous and evergreen    oven dried           25  Whole leaf
## 589       Deciduous and evergreen    oven dried           25  Whole leaf
## 590       Deciduous and evergreen    oven dried           25  Whole leaf
## 591       Deciduous and evergreen    oven dried           25  Whole leaf
## 592       Deciduous and evergreen    oven dried           25  Whole leaf
## 593       Deciduous and evergreen    oven dried           25  Whole leaf
## 594       Deciduous and evergreen    oven dried           25  Whole leaf
## 595       Deciduous and evergreen    oven dried           25  Whole leaf
## 596       Deciduous and evergreen    oven dried           25  Whole leaf
## 597       Deciduous and evergreen    oven dried           25  Whole leaf
## 598       Deciduous and evergreen    oven dried           25  Whole leaf
## 599       Deciduous and evergreen    oven dried           25  Whole leaf
## 600       Deciduous and evergreen    oven dried           25  Whole leaf
## 601                      evergreen           N/A         N/A  Whole leaf
## 602                      evergreen     Air dried         N/A  Whole leaf
## 603                      evergreen     Air dried         N/A  Whole leaf
## 604                      evergreen     Air dried         N/A  Whole leaf
## 605                      evergreen     Air dried         N/A  Whole leaf
## 606                      evergreen     Air dried         N/A  Whole leaf
## 607                      evergreen     Air dried         N/A  Whole leaf
## 608                      evergreen     Air dried         N/A  Whole leaf
## 609                      evergreen     Air dried         N/A  Whole leaf
## 610                      evergreen     Air dried         N/A  Whole leaf
## 611                      evergreen     Air dried         N/A  Whole leaf
## 612                      evergreen     Air dried         N/A  Whole leaf
## 613                      evergreen     Air dried         N/A  Whole leaf
## 614                      evergreen     Air dried         N/A  Whole leaf
## 615                      evergreen     Air dried         N/A  Whole leaf
## 616                      evergreen     Air dried         N/A  Whole leaf
## 617                      evergreen     Air dried         N/A  Whole leaf
## 618                      evergreen     Air dried         N/A  Whole leaf
## 619                      evergreen     Air dried         N/A  Whole leaf
## 620                      evergreen     Air dried         N/A  Whole leaf
## 621                      evergreen     Air dried         N/A  Whole leaf
## 622                      evergreen     Air dried         N/A  Whole leaf
## 623                      evergreen     Air dried         N/A  Whole leaf
## 624                      evergreen     Air dried         N/A  Whole leaf
## 625                      evergreen     Air dried         N/A  Whole leaf
## 626                      evergreen     Air dried         N/A  Whole leaf
## 627                      evergreen     Air dried         N/A  Whole leaf
## 628                      evergreen     Air dried         N/A  Whole leaf
## 629                      evergreen     Air dried         N/A  Whole leaf
## 630                      evergreen     Air dried         N/A  Whole leaf
## 631                      evergreen     Air dried         N/A  Whole leaf
## 632                      evergreen     Air dried         N/A  Whole leaf
## 633                      evergreen     Air dried         N/A  Whole leaf
## 634                      evergreen     Air dried         N/A  Whole leaf
## 635                      evergreen     Air dried         N/A  Whole leaf
## 636                      evergreen     Air dried         N/A  Whole leaf
## 637                      evergreen     Air dried         N/A  Whole leaf
## 638                      evergreen     Air dried         N/A  Whole leaf
## 639                      evergreen     Air dried         N/A  Whole leaf
## 640                      evergreen     Air dried         N/A  Whole leaf
## 641                      evergreen     Air dried         N/A  Whole leaf
## 642                      evergreen     Air dried         N/A  Whole leaf
## 643                      evergreen     Air dried         N/A  Whole leaf
## 644                      evergreen     Air dried         N/A  Whole leaf
## 645                      evergreen     Air dried         N/A  Whole leaf
## 646                      evergreen     Air dried         N/A  Whole leaf
## 647                      evergreen     Air dried         N/A  Whole leaf
## 648                      evergreen     Air dried         N/A  Whole leaf
## 649                      evergreen     Air dried         N/A  Whole leaf
## 650       Deciduous and evergreen      Air dried         N/A           2
## 651       Deciduous and evergreen      Air dried         N/A           2
## 652       Deciduous and evergreen      Air dried         N/A           2
## 653       Deciduous and evergreen      Air dried         N/A           2
## 654       Deciduous and evergreen      Air dried         N/A           2
## 655       Deciduous and evergreen      Air dried         N/A           2
## 656       Deciduous and evergreen      Air dried         N/A           2
## 657       Deciduous and evergreen      Air dried         N/A           2
## 658       Deciduous and evergreen      Air dried         N/A           2
## 659       Deciduous and evergreen      Air dried         N/A           2
## 660       Deciduous and evergreen      Air dried         N/A           2
## 661       Deciduous and evergreen      Air dried         N/A           2
## 662       Deciduous and evergreen      Air dried         N/A           2
## 663       Deciduous and evergreen      Air dried         N/A           2
## 664       Deciduous and evergreen      Air dried         N/A           2
## 665       Deciduous and evergreen      Air dried         N/A  Whole leaf
## 666       Deciduous and evergreen      Air dried         N/A  Whole leaf
## 667       Deciduous and evergreen      Air dried         N/A  Whole leaf
## 668       Deciduous and evergreen      Air dried         N/A  Whole leaf
## 669       Deciduous and evergreen      Air dried         N/A  Whole leaf
## 670                      evergreen     Air dried         N/A  Whole leaf
## 671                      evergreen     Air dried         N/A  Whole leaf
## 672                      evergreen     Air dried         N/A  Whole leaf
## 673                      evergreen     Air dried         N/A  Whole leaf
## 674                      evergreen     Air dried         N/A  Whole leaf
## 675                      evergreen     Air dried         N/A  Whole leaf
## 676                      evergreen     Air dried         N/A  Whole leaf
## 677                      evergreen     Air dried         N/A  Whole leaf
## 678                      evergreen     Air dried         N/A  Whole leaf
## 679                      evergreen     Air dried         N/A  Whole leaf
## 680                      evergreen     Air dried         N/A  Whole leaf
## 681       Deciduous and evergreen     Oven dried          40  Whole leaf
## 682       Deciduous and evergreen     Oven dried          40  Whole leaf
## 683       Deciduous and evergreen     Oven dried          40  Whole leaf
## 684       Deciduous and evergreen     Oven dried          40  Whole leaf
## 685       Deciduous and evergreen     Oven dried          40  Whole leaf
## 686       Deciduous and evergreen     Oven dried          40  Whole leaf
## 687       Deciduous and evergreen      Air dried         N/A  Whole leaf
## 688       Deciduous and evergreen      Air dried         N/A  Whole leaf
## 689       Deciduous and evergreen      Air dried         N/A  Whole leaf
## 690       Deciduous and evergreen      Air dried         N/A  Whole leaf
## 691       Deciduous and evergreen      Air dried         N/A  Whole leaf
## 692       Deciduous and evergreen      Air dried         N/A  Whole leaf
## 693       Deciduous and evergreen      Air dried         N/A  Whole leaf
## 694       Deciduous and evergreen      Air dried         N/A  Whole leaf
## 695       Deciduous and evergreen      Air dried         N/A  Whole leaf
## 696       Deciduous and evergreen      Air dried         N/A  Whole leaf
## 697       Deciduous and evergreen      Air dried         N/A  Whole leaf
## 698       Deciduous and evergreen      Air dried         N/A  Whole leaf
## 699       Deciduous and evergreen      Air dried         N/A  Whole leaf
## 700       Deciduous and evergreen      Air dried         N/A  Whole leaf
## 701       Deciduous and evergreen      Air dried         N/A  Whole leaf
## 702       Deciduous and evergreen      Air dried         N/A  Whole leaf
## 703       Deciduous and evergreen      Air dried         N/A  Whole leaf
## 704       Deciduous and evergreen      Air dried         N/A  Whole leaf
## 705       Deciduous and evergreen      Air dried         N/A  Whole leaf
## 706       Deciduous and evergreen      Air dried         N/A  Whole leaf
## 707       Deciduous and evergreen      Air dried         N/A  Whole leaf
## 708       Deciduous and evergreen      Air dried         N/A  Whole leaf
## 709       Deciduous and evergreen      Air dried         N/A  Whole leaf
## 710       Deciduous and evergreen      Air dried         N/A  Whole leaf
## 711       Deciduous and evergreen      Air dried         N/A  Whole leaf
## 712       Deciduous and evergreen      Air dried         N/A  Whole leaf
## 713       Deciduous and evergreen      Air dried         N/A  Whole leaf
## 714       Deciduous and evergreen      Air dried         N/A  Whole leaf
## 715       Deciduous and evergreen      Air dried         N/A  Whole leaf
## 716       Deciduous and evergreen      Air dried         N/A  Whole leaf
## 717                 shrub and fern    Oven dried         N/A  Whole leaf
## 718                legume and fern    Oven dried         N/A  Whole leaf
## 719               shrub and legume    Oven dried         N/A  Whole leaf
## 720            evergreen and  fern    Oven dried         N/A  Whole leaf
## 721                 shrub and fern    Oven dried         N/A  Whole leaf
## 722            shrub and evergreen    Oven dried         N/A  Whole leaf
## 723                         shrubs    Oven dried         N/A  Whole leaf
## 724           evergreen and legume    Oven dried         N/A  Whole leaf
## 725               shrub and legume    Oven dried         N/A  Whole leaf
## 726            shrub and evergreen    Oven dried         N/A  Whole leaf
## 727                     herbaceous    Oven dried         N/A  Whole leaf
## 728                     herbaceous    Oven dried         N/A  Whole leaf
## 729                     herbaceous    Oven dried         N/A  Whole leaf
## 730                     herbaceous    Oven dried         N/A  Whole leaf
## 731                     herbaceous    Oven dried         N/A  Whole leaf
## 732           grass and herbaceous    Oven dried         N/A  Whole leaf
## 733                     herbaceous    Oven dried         N/A  Whole leaf
## 734                     herbaceous    Oven dried         N/A  Whole leaf
## 735                     herbaceous    Oven dried         N/A  Whole leaf
## 736                     herbaceous    Oven dried         N/A  Whole leaf
## 737      climbers and woody plants    Air dried          N/A  Whole leaf
## 738      climbers and woody plants    Air dried          N/A  Whole leaf
## 739      climbers and woody plants    Air dried          N/A  Whole leaf
## 740      climbers and woody plants    Air dried          N/A  Whole leaf
## 741      climbers and woody plants    Air dried          N/A  Whole leaf
## 742      climbers and woody plants    Air dried          N/A  Whole leaf
## 743      climbers and woody plants    Air dried          N/A  Whole leaf
## 744      climbers and woody plants    Air dried          N/A  Whole leaf
## 745      climbers and woody plants    Air dried          N/A  Whole leaf
## 746      climbers and woody plants    Air dried          N/A  Whole leaf
## 747      climbers and woody plants    Air dried          N/A  Whole leaf
## 748      climbers and woody plants    Air dried          N/A  Whole leaf
## 749      climbers and woody plants    Air dried          N/A  Whole leaf
## 750      climbers and woody plants    Air dried          N/A  Whole leaf
## 751      climbers and woody plants    Air dried          N/A  Whole leaf
## 752      climbers and woody plants    Air dried          N/A  Whole leaf
## 753      climbers and woody plants    Air dried          N/A  Whole leaf
## 754      climbers and woody plants    Air dried          N/A  Whole leaf
## 755      climbers and woody plants    Air dried          N/A  Whole leaf
## 756      climbers and woody plants    Air dried          N/A  Whole leaf
## 757      climbers and woody plants    Air dried          N/A  Whole leaf
## 758      climbers and woody plants    Air dried          N/A  Whole leaf
## 759      climbers and woody plants    Air dried          N/A  Whole leaf
## 760      climbers and woody plants    Air dried          N/A  Whole leaf
## 761      climbers and woody plants    Air dried          N/A  Whole leaf
## 762      climbers and woody plants    Air dried          N/A  Whole leaf
## 763      climbers and woody plants    Air dried          N/A  Whole leaf
## 764                         shrubs    Air dried          N/A  Whole leaf
## 765                         shrubs    Air dried          N/A  Whole leaf
## 766                         shrubs    Air dried          N/A  Whole leaf
## 767                         shrubs    Air dried          N/A  Whole leaf
## 768                      Deciduous    Air dried          N/A  Whole leaf
## 769                      Deciduous    Air dried          N/A  Whole leaf
## 770                      Deciduous    Air dried          N/A  Whole leaf
## 771                      Deciduous    Air dried          N/A  Whole leaf
## 772                      Deciduous    Air dried          N/A  Whole leaf
## 773                      Deciduous    Air dried          N/A  Whole leaf
## 774                      Deciduous    Air dried          N/A  Whole leaf
## 775                      Deciduous    Air dried          N/A  Whole leaf
## 776                      Deciduous    Air dried          N/A  Whole leaf
## 777                      Deciduous    Air dried          N/A  Whole leaf
## 778       Deciduous shrub and forb    Air dried          N/A  Whole leaf
## 779                 shrub and forb    Air dried          N/A  Whole leaf
## 780            shrub and evergreen    Air dried          N/A  Whole leaf
## 781                shrub and grass    Air dried          N/A  Whole leaf
## 782                          forbs    Air dried          N/A  Whole leaf
## 783             evergreen and forb    Air dried          N/A  Whole leaf
## 784                 forb and grass    Air dried          N/A  Whole leaf
## 785             evergreen and forb    Air dried          N/A  Whole leaf
## 786                 forb and grass    Air dried          N/A  Whole leaf
## 787            evergreen and grass    Air dried          N/A  Whole leaf
## 788                 shrub and forb    Air dried          N/A  Whole leaf
## 789       shrub forb and evergreen    Air dried          N/A  Whole leaf
## 790                 shrub and forb    Air dried          N/A  Whole leaf
## 791         shrub,  forb and grass    Air dried          N/A  Whole leaf
## 792      forb, evergreen and grass    Air dried          N/A  Whole leaf
## 793      forb, evergreen and grass    Air dried          N/A  Whole leaf
## 794      forb, evergreen and grass    Air dried          N/A  Whole leaf
## 795      forb, evergreen and grass    Air dried          N/A  Whole leaf
## 796     shrub, evergreen and grass    Air dried          N/A  Whole leaf
## 797      forb, evergreen and grass    Air dried          N/A  Whole leaf
## 798      forb, evergreen and grass    Air dried          N/A  Whole leaf
## 799      forb, evergreen and grass    Air dried          N/A  Whole leaf
## 800      forb, evergreen and grass    Air dried          N/A  Whole leaf
## 801      forb, evergreen and grass    Air dried          N/A  Whole leaf
## 802      forb, evergreen and grass    Air dried          N/A  Whole leaf
## 803      forb, evergreen and grass    Air dried          N/A  Whole leaf
## 804                         grass     Oven dried          65           5
## 805                         grass     Oven dried          65           5
## 806                         grass     Oven dried          65           5
## 807                         grass     Oven dried          65           5
## 808               grass and legume    Oven dried          65           5
## 809               grass and legume    Oven dried          65           5
## 810               grass and legume    Oven dried          65           5
## 811               grass and legume    Oven dried          65           5
## 812               grass and legume    Oven dried          65           5
## 813               grass and legume    Oven dried          65           5
## 814               grass and legume    Oven dried          65           5
## 815               grass and legume    Oven dried          65           5
## 816                      evergreen     Air dried         N/A  Whole leaf
## 817                      evergreen     Air dried         N/A  Whole leaf
## 818                      evergreen     Air dried         N/A  Whole leaf
## 819                      evergreen     Air dried         N/A  Whole leaf
## 820                      evergreen     Air dried         N/A  Whole leaf
## 821                      evergreen     Air dried         N/A  Whole leaf
## 822                      evergreen     Air dried         N/A  Whole leaf
## 823                      evergreen     Air dried         N/A  Whole leaf
## 824                      evergreen     Air dried         N/A  Whole leaf
## 825                      evergreen     Air dried         N/A  Whole leaf
## 826                      evergreen     Air dried         N/A  Whole leaf
## 827                      evergreen     Air dried         N/A  Whole leaf
## 828                      evergreen     Air dried         N/A  Whole leaf
## 829                      evergreen     Air dried         N/A  Whole leaf
## 830                      evergreen     Air dried         N/A  Whole leaf
## 831                      evergreen     Air dried         N/A  Whole leaf
## 832                      evergreen     Air dried         N/A  Whole leaf
## 833                      evergreen     Air dried         N/A  Whole leaf
## 834                      evergreen     Air dried         N/A  Whole leaf
## 835                      evergreen     Air dried         N/A  Whole leaf
## 836                      evergreen     Air dried         N/A  Whole leaf
## 837                      evergreen     Air dried         N/A  Whole leaf
## 838                      evergreen     Air dried         N/A  Whole leaf
## 839                      evergreen     Air dried         N/A  Whole leaf
## 840                      evergreen     Air dried         N/A  Whole leaf
## 841                      evergreen     Air dried         N/A  Whole leaf
## 842                      evergreen     Air dried         N/A  Whole leaf
## 843                      evergreen     Air dried         N/A  Whole leaf
## 844                      evergreen     Air dried         N/A  Whole leaf
## 845                      evergreen     Air dried         N/A  Whole leaf
## 846                      evergreen     Air dried         N/A  Whole leaf
## 847                      evergreen     Air dried         N/A  Whole leaf
## 848                      evergreen     Air dried         N/A  Whole leaf
## 849                      evergreen     Air dried         N/A  Whole leaf
## 850                      evergreen     Air dried         N/A  Whole leaf
## 851                      evergreen     Air dried         N/A  Whole leaf
## 852                      evergreen     Air dried         N/A  Whole leaf
## 853                      evergreen     Air dried         N/A  Whole leaf
## 854                      evergreen     Air dried         N/A  Whole leaf
## 855                      evergreen     Air dried         N/A  Whole leaf
## 856                      evergreen     Air dried         N/A  Whole leaf
## 857                      evergreen     Air dried         N/A  Whole leaf
## 858                      evergreen     Air dried         N/A  Whole leaf
## 859                      evergreen     Air dried         N/A  Whole leaf
## 860                 grass and forb     Air dried         N/A  Whole leaf
## 861                 grass and forb     Air dried         N/A  Whole leaf
## 862                 grass and forb     Air dried         N/A  Whole leaf
## 863                 grass and forb     Air dried         N/A  Whole leaf
## 864                 grass and forb     Air dried         N/A  Whole leaf
## 865                 grass and forb     Air dried         N/A  Whole leaf
## 866                 grass and forb     Air dried         N/A  Whole leaf
## 867                 grass and forb     Air dried         N/A  Whole leaf
##     sp_div_in_mixture species_richness propotions Mixture_mass_ratio n_expected
## 1                   2              two      equal              01:01          6
## 2                   2              two      equal              01:01          6
## 3                   3            three      equal           01:01:01          6
## 4                   2              two      equal              01:01          6
## 5                   2              two      equal              01:01          6
## 6                   3            three      equal           01:01:01          6
## 7                   2              two      equal              01:01          6
## 8                   2              two      equal              01:01          6
## 9                   3            three      equal           01:01:01          6
## 10                  2              two      equal              01:01          6
## 11                  2              two      equal              01:01          6
## 12                  3            three      equal           01:01:01          6
## 13                  2              two      equal              01:01          6
## 14                  2              two      equal              01:01          6
## 15                  3            three      equal           01:01:01          6
## 16                  2              two      equal              01:01          6
## 17                  2              two      equal              01:01          6
## 18                  3            three      equal           01:01:01          6
## 19                  2              two      equal              01:01          6
## 20                  2              two      equal              01:01          6
## 21                  3            three      equal           01:01:01          6
## 22                  2              two      equal              01:01          6
## 23                  2              two      equal              01:01          6
## 24                  3            three      equal           01:01:01          6
## 25                  2              two      equal              01:01          5
## 26                  2              two      equal              01:01          5
## 27                  2              two      equal              01:01          5
## 28                  2              two      equal              01:01          5
## 29                  2              two      equal              01:01          5
## 30                  2              two      equal              01:01          5
## 31                  2              two      equal              01:01          5
## 32                  2              two      equal              01:01          5
## 33                  2              two      equal              01:01          5
## 34                  2              two      equal              01:01          5
## 35                  2              two      equal              01:01          5
## 36                  2              two      equal              01:01          5
## 37                  2              two      equal              01:01          5
## 38                  2              two      equal              01:01          5
## 39                  2              two      equal              01:01          5
## 40                  2              two      equal              01:01          5
## 41                  2              two      equal              01:01          5
## 42                  2              two      equal              01:01          5
## 43                  2              two      equal              01:01          6
## 44                  2              two      equal              01:01          6
## 45                  2              two      equal              01:01          6
## 46                  2              two      equal              01:01          6
## 47                  2              two      equal              01:01          6
## 48                  2              two      equal              01:01          6
## 49                  2              two      equal              01:01          6
## 50                  2              two      equal              01:01          6
## 51                  2              two      equal              01:01          6
## 52                  2              two      equal              01:01          6
## 53                  2              two      equal              01:01          6
## 54                  2              two      equal              01:01          6
## 55                  4             four      equal            1:1:1:1          6
## 56                  4             four      equal            1:1:1:1          6
## 57                  4             four      equal            1:1:1:1          6
## 58                  4             four      equal            1:1:1:1          6
## 59                  3            three      equal           01:01:01         12
## 60                  3            three      equal           01:01:01         12
## 61                  2              two      equal              01:01          5
## 62                  2              two      equal              01:01          5
## 63                  2              two      equal              01:01          5
## 64                  2              two      equal              01:01          5
## 65                  2              two      equal              01:01          5
## 66                  2              two      equal              01:01          5
## 67                  3            three      equal           01:01:01          5
## 68                  3            three      equal           01:01:01          5
## 69                  3            three      equal           01:01:01          5
## 70                  3            three      equal           01:01:01          5
## 71                  4             four      equal            1:1:1:1          5
## 72                  4             four      equal            1:1:1:1          5
## 73                  4             four      equal            1:1:1:1          5
## 74                  6              six      equal        1:1:1:1:1:1          5
## 75                  2              two      equal              01:01          5
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## 137                 2              two      equal              01:01          3
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## 151                 3            three  different              07:02          3
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## 153                 2              two      equal              01:01          8
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## 184                 2              two  different              03:01          6
## 185                 2              two      equal              01:01          6
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## 188                 2              two      equal              01:01          6
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## 190                 3            three      equal           01:01:01          5
## 191                 3            three      equal           01:01:01          5
## 192                 3            three      equal           01:01:01          5
## 193                 3            three      equal           01:01:01          5
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## 195                 2              two  different              03:02          5
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## 197                 2              two  different              03:02          5
## 198                 2              two  different              03:02          5
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## 200                 2              two      equal              01:01          3
## 201                 2              two      equal              01:01          3
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## 213                 2              two  different              07:03          3
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## 215                 2              two  different              07:03          3
## 216                 2              two      equal              01:01          5
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## 223                 3            three      equal           01:01:01          5
## 224                 3            three      equal           01:01:01          5
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## 227                 2              two      equal           01:01:00          5
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## 229                 2              two  different              07:03          5
## 230                 2              two      equal           01:01:00          5
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## 233                 2              two      equal           01:01:00          5
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## 236                 2              two      equal           01:01:00          5
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## 238                 2              two  different              07:03          5
## 239                 2              two      equal           01:01:00          5
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## 242                 2              two      equal           01:01:00          5
## 243                 2              two  different              03:07          5
## 244                 2              two  different              07:03          5
## 245                 2              two      equal           01:01:00          5
## 246                 2              two  different              03:07          5
## 247                 2              two  different              07:03          5
## 248                 2              two      equal           01:01:00          5
## 249                 2              two  different              03:07          5
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## 251                 2              two      equal           01:01:00          5
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## 253                 2              two  different              07:03          5
## 254                 2              two      equal           01:01:00          5
## 255                 2              two  different              03:07          5
## 256                 2              two  different              07:03          5
## 257                 2              two      equal           01:01:00          5
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## 259                 3            three  different       29.1:23.9:47          6
## 260                 3            three  different       29.1:23.9:47          6
## 261                 2              two  different           94:06:00          6
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## 263                 2              two  different           94:06:00          6
## 264                 2              two      equal              01:01          3
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## 310                 2              two      equal              01:01          3
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## 321                 2              two      equal              01:01          4
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## 339                 3            three      equal           01:01:01          4
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## 342                 4             four      equal            1:1:1:1          4
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## 481                 5             five      equal          1:1:1:1:1          3
## 482                 5             five      equal          1:1:1:1:1          3
## 483                 5             five      equal          1:1:1:1:1          3
## 484                 5             five      equal          1:1:1:1:1          3
## 485                 5             five      equal          1:1:1:1:1          3
## 486                 5             five      equal          1:1:1:1:1          3
## 487                 5             five      equal          1:1:1:1:1          3
## 488                 5             five      equal          1:1:1:1:1          3
## 489                 5             five      equal          1:1:1:1:1          3
## 490                 5             five      equal          1:1:1:1:1          3
## 491                 5             five      equal          1:1:1:1:1          3
## 492                 5             five      equal          1:1:1:1:1          3
## 493                 5             five      equal          1:1:1:1:1          3
## 494                 5             five      equal          1:1:1:1:1          3
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## 496                 5             five      equal          1:1:1:1:1          3
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## 499                 5             five      equal          1:1:1:1:1          3
## 500                 5             five      equal          1:1:1:1:1          3
## 501                 5             five      equal          1:1:1:1:1          3
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## 509                 5             five      equal          1:1:1:1:1          3
## 510                 5             five      equal          1:1:1:1:1          3
## 511                12           twelve      equal              Equal          6
## 512                12           twelve      equal              Equal          6
## 513                12           twelve      equal              Equal          6
## 514                12           twelve      equal              Equal          6
## 515                 3            three      equal           01:01:01         10
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## 544                 2              two      equal              01:01          4
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## 547                 2              two      equal              01:01          4
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## 550                 2              two      equal              01:01          4
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## 553                 2              two      equal              01:01          4
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## 557                 2              two  different              01:03          4
## 558                 2              two  different              03:01          4
## 559                 2              two      equal              01:01          4
## 560                 2              two  different              01:03          4
## 561                 2              two  different              03:01          4
## 562                 2              two      equal              01:01          4
## 563                 2              two  different              01:03          4
## 564                 2              two  different              03:01          4
## 565                 2              two      equal              01:01          4
## 566                 2              two  different              01:03          4
## 567                 2              two  different              03:01          4
## 568                 2              two      equal              01:01          4
## 569                 2              two  different              01:03          4
## 570                 2              two  different              03:01          4
## 571                 2              two      equal              01:01          4
## 572                 2              two  different              01:03          4
## 573                 2              two  different              03:01          4
## 574                 2              two      equal              01:01          4
## 575                 2              two  different              01:03          4
## 576                 2              two  different              03:01          4
## 577                 2              two      equal              01:01          4
## 578                 2              two  different              01:03          4
## 579                 3            three  different           50:35:15          4
## 580                 3            three  different           50:35:15          4
## 581                 3            three  different           46:38:16          7
## 582                 3            three  different           46:38:16          7
## 583                 3            three  different           46:38:16          7
## 584                 3            three  different           46:38:16          7
## 585                 3            three  different           46:38:16          7
## 586                 2              two      equal              01:01          5
## 587                 2              two      equal              01:01          5
## 588                 2              two      equal              01:01          5
## 589                 2              two      equal              01:01          5
## 590                 2              two      equal              01:01          5
## 591                 3            three      equal           01:01:01          5
## 592                 3            three      equal           01:01:01          5
## 593                 3            three      equal           01:01:01          5
## 594                 3            three      equal           01:01:01          5
## 595                 3            three      equal           01:01:01          5
## 596                 4             four      equal            1:1:1:1          5
## 597                 4             four      equal            1:1:1:1          5
## 598                 4             four      equal            1:1:1:1          5
## 599                 4             four      equal            1:1:1:1          5
## 600                 4             four      equal            1:1:1:1          5
## 601                 2              two      equal              01:01          3
## 602                 2              two      equal              01:01          5
## 603                 2              two      equal              01:01          5
## 604                 2              two      equal              01:01          5
## 605                 2              two      equal              01:01          5
## 606                 2              two      equal              01:01          5
## 607                 2              two      equal              01:01          5
## 608                 2              two      equal              01:01          5
## 609                 2              two      equal              01:01          5
## 610                 4             four      equal            1:1:1:1          5
## 611                 4             four      equal            1:1:1:1          5
## 612                 4             four      equal            1:1:1:1          5
## 613                 4             four      equal            1:1:1:1          5
## 614                 4             four      equal            1:1:1:1          5
## 615                 4             four      equal            1:1:1:1          5
## 616                 4             four      equal            1:1:1:1          5
## 617                 4             four      equal            1:1:1:1          5
## 618                 6              six      equal        1:1:1:1:1:1          5
## 619                 6              six      equal        1:1:1:1:1:1          5
## 620                 6              six      equal        1:1:1:1:1:1          5
## 621                 6              six      equal        1:1:1:1:1:1          5
## 622                 6              six      equal        1:1:1:1:1:1          5
## 623                 6              six      equal        1:1:1:1:1:1          5
## 624                 6              six      equal        1:1:1:1:1:1          5
## 625                 6              six      equal        1:1:1:1:1:1          5
## 626                 2              two      equal              01:01          5
## 627                 2              two      equal              01:01          5
## 628                 2              two      equal              01:01          5
## 629                 2              two      equal              01:01          5
## 630                 2              two      equal              01:01          5
## 631                 2              two      equal              01:01          5
## 632                 2              two      equal              01:01          5
## 633                 2              two      equal              01:01          5
## 634                 4             four      equal            1:1:1:1          5
## 635                 4             four      equal            1:1:1:1          5
## 636                 4             four      equal            1:1:1:1          5
## 637                 4             four      equal            1:1:1:1          5
## 638                 4             four      equal            1:1:1:1          5
## 639                 4             four      equal            1:1:1:1          5
## 640                 4             four      equal            1:1:1:1          5
## 641                 4             four      equal            1:1:1:1          5
## 642                 6              six      equal        1:1:1:1:1:1          5
## 643                 6              six      equal        1:1:1:1:1:1          5
## 644                 6              six      equal        1:1:1:1:1:1          5
## 645                 6              six      equal        1:1:1:1:1:1          5
## 646                 6              six      equal        1:1:1:1:1:1          5
## 647                 6              six      equal        1:1:1:1:1:1          5
## 648                 6              six      equal        1:1:1:1:1:1          5
## 649                 6              six      equal        1:1:1:1:1:1          5
## 650                 2              two      equal           50:50:00          4
## 651                 2              two  different              30:70          4
## 652                 2              two  different           70:30:00          4
## 653                 2              two      equal           50:50:00          4
## 654                 2              two  different              30:70          4
## 655                 2              two  different           70:30:00          4
## 656                 2              two      equal           50:50:00          4
## 657                 2              two  different              30:70          4
## 658                 2              two  different           70:30:00          4
## 659                 2              two      equal           50:50:00          4
## 660                 2              two  different              30:70          4
## 661                 2              two  different           70:30:00          4
## 662                 2              two      equal           50:50:00          4
## 663                 2              two  different              30:70          4
## 664                 2              two  different           70:30:00          4
## 665                 2              two      equal              01:01          4
## 666                 2              two      equal              01:01          4
## 667                 2              two      equal              01:01          4
## 668                 2              two      equal              01:01          4
## 669                 2              two      equal              01:01          4
## 670                 2              two      equal              01:01          3
## 671                 2              two      equal              01:01          3
## 672                 2              two      equal              01:01          3
## 673                 2              two      equal              01:01          3
## 674                 2              two      equal              01:01          3
## 675                 2              two      equal              01:01          3
## 676                 3            three      equal           01:01:01          3
## 677                 3            three      equal           01:01:01          3
## 678                 3            three      equal           01:01:01          3
## 679                 3            three      equal           01:01:01          3
## 680                 4             four      equal            1:1:1:1          4
## 681                 2              two      equal              01:01          3
## 682                 2              two      equal              01:01          3
## 683                 2              two      equal              01:01          3
## 684                 2              two      equal              01:01          3
## 685                 2              two      equal              01:01          3
## 686                 2              two      equal              01:01          3
## 687                 6              six  different           70:30:00          3
## 688                 6              six      equal           50:50:00          3
## 689                 6              six  different              30:70          3
## 690                 6              six  different           70:30:00          3
## 691                 6              six      equal           50:50:00          3
## 692                 6              six  different              30:70          3
## 693                 6              six  different           70:30:00          3
## 694                 6              six      equal           50:50:00          3
## 695                 6              six  different              30:70          3
## 696                 6              six  different           70:30:00          3
## 697                 6              six      equal           50:50:00          3
## 698                 6              six  different              30:70          3
## 699                 6              six  different           70:30:00          3
## 700                 6              six      equal           50:50:00          3
## 701                 6              six  different              30:70          3
## 702                 6              six  different           70:30:00          3
## 703                 6              six      equal           50:50:00          3
## 704                 6              six  different              30:70          3
## 705                 6              six  different           70:30:00          3
## 706                 6              six      equal           50:50:00          3
## 707                 6              six  different              30:70          3
## 708                 6              six  different           70:30:00          3
## 709                 6              six      equal           50:50:00          3
## 710                 6              six  different              30:70          3
## 711                 6              six  different           70:30:00          3
## 712                 6              six      equal           50:50:00          3
## 713                 6              six  different              30:70          3
## 714                 2              two      equal           01:01:00          4
## 715                 2              two  different           02:01:00          4
## 716                 2              two  different           03:01:00          4
## 717                 2              two      equal              01:01          5
## 718                 2              two      equal              01:01          5
## 719                 2              two      equal              01:01          5
## 720                 2              two      equal              01:01          5
## 721                 2              two      equal              01:01          5
## 722                 2              two      equal              01:01          5
## 723                 2              two      equal              01:01          5
## 724                 2              two      equal              01:01          5
## 725                 2              two      equal              01:01          5
## 726                 2              two      equal              01:01          5
## 727                 2              two      equal              01:01          5
## 728                 2              two      equal              01:01          5
## 729                 2              two      equal              01:01          5
## 730                 2              two      equal              01:01          5
## 731                 2              two      equal              01:01          5
## 732                 2              two      equal              01:01          5
## 733                 2              two      equal              01:01          5
## 734                 2              two      equal              01:01          5
## 735                 2              two      equal              01:01          5
## 736                 2              two      equal              01:01          5
## 737                 2              two      equal              01:01          3
## 738                 2              two      equal              01:01          3
## 739                 2              two      equal              01:01          3
## 740                 2              two      equal              01:01          3
## 741                 2              two      equal              01:01          3
## 742                 2              two      equal              01:01          3
## 743                 2              two      equal              01:01          3
## 744                 2              two      equal              01:01          3
## 745                 2              two      equal              01:01          3
## 746                 2              two      equal              01:01          3
## 747                 2              two      equal              01:01          3
## 748                 2              two      equal              01:01          3
## 749                 2              two      equal              01:01          3
## 750                 2              two      equal              01:01          3
## 751                 2              two      equal              01:01          3
## 752                 2              two      equal              01:01          3
## 753                 2              two      equal              01:01          3
## 754                 2              two      equal              01:01          3
## 755                 2              two      equal              01:01          3
## 756                 2              two      equal              01:01          3
## 757                 2              two      equal              01:01          3
## 758                 2              two      equal              01:01          3
## 759                 2              two      equal              01:01          3
## 760                 2              two      equal              01:01          3
## 761                 2              two      equal              01:01          3
## 762                 2              two      equal              01:01          3
## 763                 2              two      equal              01:01          3
## 764                 3            three      equal           33:33:33          3
## 765                 3            three  different           25:25:50          3
## 766                 3            three      equal           33:33:33          3
## 767                 3            three  different           25:25:50          3
## 768                 2              two      equal              01:01          5
## 769                 2              two      equal              01:01          5
## 770                 2              two      equal              01:01          5
## 771                 2              two      equal              01:01          5
## 772                 2              two      equal              01:01          5
## 773                 2              two      equal              01:01          5
## 774                 2              two      equal              01:01          5
## 775                 2              two      equal              01:01          5
## 776                 2              two      equal              01:01          5
## 777                 2              two      equal              01:01          5
## 778                 2              two      equal              01:01          8
## 779                 2              two      equal              01:01          8
## 780                 2              two      equal              01:01          8
## 781                 2              two      equal              01:01          8
## 782                 2              two      equal              01:01          8
## 783                 2              two      equal              01:01          8
## 784                 2              two      equal              01:01          8
## 785                 2              two      equal              01:01          8
## 786                 2              two      equal              01:01          8
## 787                 2              two      equal              01:01          8
## 788                 3            three      equal           01:01:01          8
## 789                 3            three      equal           01:01:01          8
## 790                 3            three      equal           01:01:01          8
## 791                 3            three      equal           01:01:01          8
## 792                 3            three      equal           01:01:01          8
## 793                 3            three      equal           01:01:01          8
## 794                 3            three      equal           01:01:01          8
## 795                 3            three      equal           01:01:01          8
## 796                 3            three      equal           01:01:01          8
## 797                 3            three      equal           01:01:01          8
## 798                 4             four      equal            1:1:1:1          8
## 799                 4             four      equal            1:1:1:1          8
## 800                 4             four      equal            1:1:1:1          8
## 801                 4             four      equal            1:1:1:1          8
## 802                 4             four      equal            1:1:1:1          8
## 803                 5             five      equal          1:1:1:1:1          8
## 804                 2              two      equal              01:01          5
## 805                 2              two      equal              01:01          5
## 806                 2              two      equal              01:01          5
## 807                 2              two      equal              01:01          5
## 808                 2              two      equal              01:01          5
## 809                 2              two      equal              01:01          5
## 810                 2              two      equal              01:01          5
## 811                 2              two      equal              01:01          5
## 812                 2              two      equal              01:01          5
## 813                 2              two      equal              01:01          5
## 814                 2              two      equal              01:01          5
## 815                 2              two      equal              01:01          5
## 816                 2              two      equal              01:01          3
## 817                 2              two      equal              01:01          3
## 818                 2              two      equal              01:01          3
## 819                 2              two      equal              01:01          3
## 820                 2              two      equal              01:01          3
## 821                 2              two      equal              01:01          3
## 822                 3            three      equal           01:01:01          3
## 823                 3            three      equal           01:01:01          3
## 824                 3            three      equal           01:01:01          3
## 825                 3            three      equal           01:01:01          3
## 826                 4             four      equal         01:01:01:1          3
## 827                 2              two      equal              01:01          3
## 828                 2              two      equal              01:01          3
## 829                 2              two      equal              01:01          3
## 830                 2              two      equal              01:01          3
## 831                 2              two      equal              01:01          3
## 832                 2              two      equal              01:01          3
## 833                 3            three      equal           01:01:01          3
## 834                 3            three      equal           01:01:01          3
## 835                 3            three      equal           01:01:01          3
## 836                 3            three      equal           01:01:01          3
## 837                 4             four      equal         01:01:01:1          3
## 838                 2              two      equal              01:01          3
## 839                 2              two      equal              01:01          3
## 840                 2              two      equal              01:01          3
## 841                 2              two      equal              01:01          3
## 842                 2              two      equal              01:01          3
## 843                 2              two      equal              01:01          3
## 844                 3            three      equal           01:01:01          3
## 845                 3            three      equal           01:01:01          3
## 846                 3            three      equal           01:01:01          3
## 847                 3            three      equal           01:01:01          3
## 848                 4             four      equal         01:01:01:1          3
## 849                 2              two      equal              01:01          3
## 850                 2              two      equal              01:01          3
## 851                 2              two      equal              01:01          3
## 852                 2              two      equal              01:01          3
## 853                 2              two      equal              01:01          3
## 854                 2              two      equal              01:01          3
## 855                 3            three      equal           01:01:01          3
## 856                 3            three      equal           01:01:01          3
## 857                 3            three      equal           01:01:01          3
## 858                 3            three      equal           01:01:01          3
## 859                 4             four      equal         01:01:01:1          3
## 860                 2              two      equal              01:01          3
## 861                 2              two      equal              01:01          3
## 862                 2              two      equal              01:01          3
## 863                 2              two      equal              01:01          3
## 864                 2              two      equal              01:01          3
## 865                 2              two      equal              01:01          3
## 866                 2              two      equal              01:01          3
## 867                 2              two      equal              01:01          3
##     n_observed Lit_Car Lit_Nit Lit_Pho  Lit_Lig Lit_Car_Nit_ratio
## 1            6 56.8400  1.2600      NA       NA           45.3000
## 2            6 50.8100  1.4300      NA       NA           35.4700
## 3            6 53.8400  1.3900      NA       NA           38.7000
## 4            6 56.8400  1.2600      NA       NA           45.3000
## 5            6 50.8100  1.4300      NA       NA           35.4700
## 6            6 53.8400  1.3900      NA       NA           38.7000
## 7            6 56.8400  1.2600      NA       NA           45.3000
## 8            6 50.8100  1.4300      NA       NA           35.4700
## 9            6 53.8400  1.3900      NA       NA           38.7000
## 10           6 56.8400  1.2600      NA       NA           45.3000
## 11           6 50.8100  1.4300      NA       NA           35.4700
## 12           6 53.8400  1.3900      NA       NA           38.7000
## 13           6 56.8400  1.2600      NA       NA           45.3000
## 14           6 50.8100  1.4300      NA       NA           35.4700
## 15           6 53.8400  1.3900      NA       NA           38.7000
## 16           6 56.8400  1.2600      NA       NA           45.3000
## 17           6 50.8100  1.4300      NA       NA           35.4700
## 18           6 53.8400  1.3900      NA       NA           38.7000
## 19           6 56.8400  1.2600      NA       NA           45.3000
## 20           6 50.8100  1.4300      NA       NA           35.4700
## 21           6 53.8400  1.3900      NA       NA           38.7000
## 22           6 56.8400  1.2600      NA       NA           45.3000
## 23           6 50.8100  1.4300      NA       NA           35.4700
## 24           6 53.8400  1.3900      NA       NA           38.7000
## 25           5 46.4000  0.9950      NA 332.9000                NA
## 26           5 46.4000  0.9950      NA 332.9000                NA
## 27           5 46.4000  0.9950      NA 332.9000                NA
## 28           5 46.4000  0.9950      NA 332.9000                NA
## 29           5 46.4000  0.9950      NA 332.9000                NA
## 30           5 46.4000  0.9950      NA 332.9000                NA
## 31           5 47.3000  0.7800      NA 314.4500                NA
## 32           5 47.3000  0.7800      NA 314.4500                NA
## 33           5 47.3000  0.7800      NA 314.4500                NA
## 34           5 47.3000  0.7800      NA 314.4500                NA
## 35           5 47.3000  0.7800      NA 314.4500                NA
## 36           5 47.3000  0.7800      NA 314.4500                NA
## 37           5 47.4500  1.1350      NA 383.2500                NA
## 38           5 47.4500  1.1350      NA 383.2500                NA
## 39           5 47.4500  1.1350      NA 383.2500                NA
## 40           5 47.4500  1.1350      NA 383.2500                NA
## 41           5 47.4500  1.1350      NA 383.2500                NA
## 42           5 47.4500  1.1350      NA 383.2500                NA
## 43           6 48.6000  0.6165  0.0285       NA                NA
## 44           6 48.6000  0.6165  0.0285       NA                NA
## 45           6 48.6000  0.6165  0.0285       NA                NA
## 46           6 48.6000  0.6165  0.0285       NA                NA
## 47           6 48.5950  0.8290  0.0260       NA                NA
## 48           6 48.5950  0.8290  0.0260       NA                NA
## 49           6 48.5950  0.8290  0.0260       NA                NA
## 50           6 48.5950  0.8290  0.0260       NA                NA
## 51           6 47.3700  0.5435  0.0490       NA                NA
## 52           6 47.3700  0.5435  0.0490       NA                NA
## 53           6 47.3700  0.5435  0.0490       NA                NA
## 54           6 47.3700  0.5435  0.0490       NA                NA
## 55           6 43.2340  0.8275  0.0448       NA                NA
## 56           6 43.2340  0.8275  0.0448       NA                NA
## 57           6 43.2340  0.8275  0.0448       NA                NA
## 58           6 43.2340  0.8275  0.0448       NA                NA
## 59          12 51.4300  0.8800      NA       NA                NA
## 60          12 50.4600  0.8600      NA       NA                NA
## 61           5 49.0500  1.0800  0.0375       NA           46.3000
## 62           5 48.7500  1.0250  0.0255       NA           48.3500
## 63           5 49.4000  1.1600  0.0325       NA           43.6500
## 64           5 46.3000  1.0400  0.0305       NA           45.9000
## 65           5 49.3500  1.3200  0.0370       NA           37.7000
## 66           5 45.9500  1.1450  0.0230       NA           42.0000
## 67           5 47.0000  1.0100  0.0340       NA           47.3670
## 68           5 46.7700  1.0770  0.0220       NA           45.2300
## 69           5 49.5000  1.1800  0.0400       NA           42.7300
## 70           5 49.2000  1.2500  0.0280       NA           40.6000
## 71           5 49.0500  1.1700  0.0260       NA           43.3800
## 72           5 47.5000  1.1130  0.0303       NA           44.1500
## 73           5 47.8500  1.1030  0.0370       NA           44.4250
## 74           5 48.1000  1.1280  0.0310       NA           43.9800
## 75           5 49.0500  1.0800  0.0375       NA           46.3000
## 76           5 48.7500  1.0250  0.0255       NA           48.3500
## 77           5 49.4000  1.1600  0.0325       NA           43.6500
## 78           5 46.3000  1.0400  0.0305       NA           45.9000
## 79           5 49.3500  1.3200  0.0370       NA           37.7000
## 80           5 45.9500  1.1450  0.0230       NA           42.0000
## 81           5 47.0000  1.0100  0.0340       NA           47.3670
## 82           5 46.7700  1.0770  0.0220       NA           45.2300
## 83           5 49.5000  1.1800  0.0400       NA           42.7300
## 84           5 49.2000  1.2500  0.0280       NA           40.6000
## 85           5 49.0500  1.1700  0.0260       NA           43.3800
## 86           5 47.5000  1.1130  0.0303       NA           44.1500
## 87           5 47.8500  1.1030  0.0370       NA           44.4250
## 88           5 48.1000  1.1280  0.0310       NA           43.9800
## 89           4      NA  0.9700      NA       NA                NA
## 90           4      NA  0.9700      NA       NA                NA
## 91           4      NA  0.9700      NA       NA                NA
## 92           3 52.1500  1.1600  0.0450   3.5500                NA
## 93           3 52.1500  1.1600  0.0450   3.5500                NA
## 94           3 52.1500  1.1600  0.0450   3.5500                NA
## 95           3 52.1500  1.1600  0.0450   3.5500                NA
## 96           3 52.1500  1.1600  0.0450   3.5500                NA
## 97           3 52.1500  1.1600  0.0450   3.5500                NA
## 98           6 56.8000  1.2600      NA       NA           45.3000
## 99           6 56.8000  1.2600      NA       NA           45.3000
## 100          6 56.8000  1.2600      NA       NA           45.3000
## 101          6 56.8000  1.2600      NA       NA           45.3000
## 102          6 50.8000  1.4300      NA       NA           35.5000
## 103          6 50.8000  1.4300      NA       NA           35.5000
## 104          6 50.8000  1.4300      NA       NA           35.5000
## 105          6 50.8000  1.4300      NA       NA           35.5000
## 106          6 53.8000  1.3900      NA       NA           38.7000
## 107          6 53.8000  1.3900      NA       NA           38.7000
## 108          6 53.8000  1.3900      NA       NA           38.7000
## 109          6 53.8000  1.3900      NA       NA           38.7000
## 110          6 56.8000  1.2600      NA       NA           45.3000
## 111          6 56.8000  1.2600      NA       NA           45.3000
## 112          6 56.8000  1.2600      NA       NA           45.3000
## 113          6 56.8000  1.2600      NA       NA           45.3000
## 114          6 50.8000  1.4300      NA       NA           35.5000
## 115          6 50.8000  1.4300      NA       NA           35.5000
## 116          6 50.8000  1.4300      NA       NA           35.5000
## 117          6 50.8000  1.4300      NA       NA           35.5000
## 118          6 53.8000  1.3900      NA       NA           38.7000
## 119          6 53.8000  1.3900      NA       NA           38.7000
## 120          6 53.8000  1.3900      NA       NA           38.7000
## 121          6 53.8000  1.3900      NA       NA           38.7000
## 122          5 37.7000  1.4200  0.2090   7.0450           31.2700
## 123          5 37.7000  1.4200  0.2090   7.0450           31.2700
## 124          5 37.7000  1.4200  0.2090   7.0450           31.2700
## 125          5 37.7000  1.4200  0.2090   7.0450           31.2700
## 126          5 37.7000  1.4200  0.2090   7.0450           31.2700
## 127          5 37.7000  1.4200  0.2090   7.0450           31.2700
## 128          5 37.7000  1.4200  0.2090   7.0450           31.2700
## 129          5 37.7000  1.4200  0.2090   7.0450           31.2700
## 130          5 37.7000  1.4200  0.2090   7.0450           31.2700
## 131          5 37.7000  1.4200  0.2090   7.0450           31.2700
## 132          5 37.7000  1.4200  0.2090   7.0450           31.2700
## 133          5 37.7000  1.4200  0.2090   7.0450           31.2700
## 134          5 37.7000  1.4200  0.2090   7.0450           31.2700
## 135          5 37.7000  1.4200  0.2090   7.0450           31.2700
## 136          5 37.7000  1.4200  0.2090   7.0450           31.2700
## 137          3      NA      NA      NA       NA                NA
## 138          3      NA      NA      NA       NA                NA
## 139          3      NA      NA      NA       NA                NA
## 140          3 50.0200  1.3670  0.1230       NA           40.4300
## 141          3 50.0200  1.3670  0.1230       NA           40.4300
## 142          3 50.0200  1.3670  0.1230       NA           40.4300
## 143          3 50.0200  1.3670  0.1230       NA           40.4300
## 144          3 50.0200  1.3670  0.1230       NA           40.4300
## 145          3 50.0200  1.3670  0.1230       NA           40.4300
## 146          3 50.0200  1.3670  0.1230       NA           40.4300
## 147          3 50.0200  1.3670  0.1230       NA           40.4300
## 148          3 50.0200  1.3670  0.1230       NA           40.4300
## 149          3 50.0200  1.3670  0.1230       NA           40.4300
## 150          3 50.0200  1.3670  0.1230       NA           40.4300
## 151          3 50.0200  1.3670  0.1230       NA           40.4300
## 152          8      NA  1.3700      NA  13.1650           39.0000
## 153          8      NA  1.2400      NA  18.7800           56.4500
## 154          8      NA  1.3450      NA  18.4050           44.2500
## 155          8      NA  1.4150      NA  13.2400           32.7000
## 156          8      NA  1.7250      NA  13.4600           19.8500
## 157          8      NA  1.6600      NA  11.2100           46.4500
## 158          8      NA  1.7050      NA  20.0200           40.1500
## 159          8      NA  1.5300      NA  33.6500           63.9000
## 160          8      NA  1.6350      NA  16.4500           51.7000
## 161          8      NA  2.0150      NA  11.5050           27.3000
## 162          8      NA  1.1450      NA  25.9850           66.3500
## 163          8      NA  0.6100      NA  19.2850           92.0500
## 164          8      NA  1.3700      NA  13.1650           39.0000
## 165          8      NA  1.2400      NA  18.7800           56.4500
## 166          8      NA  1.3450      NA  18.4050           44.2500
## 167          8      NA  1.4150      NA  13.2400           32.7000
## 168          8      NA  1.7250      NA  13.4600           19.8500
## 169          8      NA  1.6600      NA  11.2100           46.4500
## 170          8      NA  1.7050      NA  20.0200           40.1500
## 171          8      NA  1.5300      NA  33.6500           63.9000
## 172          8      NA  1.6350      NA  16.4500           51.7000
## 173          8      NA  2.0150      NA  11.5050           27.3000
## 174          8      NA  1.1450      NA  25.9850           66.3500
## 175          8      NA  0.6100      NA  19.2850           92.0500
## 176          6 50.6500  0.8100      NA  34.6500           64.1500
## 177          6 50.6500  0.8100      NA  34.6500           64.1500
## 178          6 50.6500  0.8100      NA  34.6500           64.1500
## 179          6 50.6500  0.8100      NA  34.6500           64.1500
## 180          6 50.6500  0.8100      NA  34.6500           64.1500
## 181          6 50.6500  0.8100      NA  34.6500           64.1500
## 182          6 50.6500  0.8100      NA  34.6500           64.1500
## 183          6 50.6500  0.8100      NA  34.6500           64.1500
## 184          6 51.4000  1.3250  0.1032       NA           45.5000
## 185          6 51.4000  1.3250  0.1032       NA           45.5000
## 186          6 51.4000  1.3250  0.1032       NA           45.5000
## 187          6 51.4000  1.3250  0.1032       NA           45.5000
## 188          6 51.4000  1.3250  0.1032       NA           45.5000
## 189          6 51.4000  1.3250  0.1032       NA           45.5000
## 190          5 51.0000  0.8330      NA  25.3670           65.3300
## 191          5 51.0000  0.8330      NA  25.3670           65.3300
## 192          5 51.0000  0.8330      NA  25.3670           65.3300
## 193          5 51.0000  0.8330      NA  25.3670           65.3300
## 194          5 45.5000  1.4250  0.1070       NA           33.0000
## 195          5 45.5000  1.4250  0.1070       NA           33.0000
## 196          5 45.5000  1.4250  0.1070       NA           33.0000
## 197          5 45.5000  1.4250  0.1070       NA           33.0000
## 198          5 45.5000  1.4250  0.1070       NA           33.0000
## 199          5 45.5000  1.4250  0.1070       NA           33.0000
## 200          3      NA  1.0150  0.2050       NA                NA
## 201          3      NA  1.0150  0.2050       NA                NA
## 202          3      NA  1.0150  0.2050       NA                NA
## 203          3      NA  1.0150  0.2050       NA                NA
## 204          3      NA  1.0150  0.2050       NA                NA
## 205          3      NA  1.0150  0.2050       NA                NA
## 206          3      NA  1.0150  0.2050       NA                NA
## 207          3      NA  1.0150  0.2050       NA                NA
## 208          3      NA  1.0150  0.2050       NA                NA
## 209          3      NA  1.0150  0.2050       NA                NA
## 210          3 46.9000  1.4600      NA       NA           32.1300
## 211          3 46.9000  1.4600      NA       NA           32.1300
## 212          3 46.9000  1.4600      NA       NA           32.1300
## 213          3 46.7600  1.1700      NA       NA           39.8900
## 214          3 46.7600  1.1700      NA       NA           39.8900
## 215          3 46.7600  1.1700      NA       NA           39.8900
## 216          5      NA  1.3900      NA  17.3000           32.6000
## 217          5      NA  1.2200      NA  21.5000           38.4000
## 218          5      NA  1.3400      NA  22.5000           32.3000
## 219          5      NA  1.3900      NA  17.3000           32.6000
## 220          5      NA  1.2200      NA  21.5000           38.4000
## 221          5      NA  1.3400      NA  22.5000           32.3000
## 222          5 51.0000  0.8330      NA  25.3670           65.3300
## 223          5 51.0000  0.8330      NA  25.3670           65.3300
## 224          5 51.0000  0.8330      NA  25.3670           65.3300
## 225          5 51.0000  0.8330      NA  25.3670           65.3300
## 226          5 47.5400  0.8660  0.1165       NA                NA
## 227          5 47.5400  0.8660  0.1165       NA                NA
## 228          5 47.5400  0.8660  0.1165       NA                NA
## 229          5 47.5400  0.8660  0.1165       NA                NA
## 230          5 47.5400  0.8660  0.1165       NA                NA
## 231          5 47.5400  0.8660  0.1165       NA                NA
## 232          5 47.5400  0.8660  0.1165       NA                NA
## 233          5 47.5400  0.8660  0.1165       NA                NA
## 234          5 47.5400  0.8660  0.1165       NA                NA
## 235          5 47.5400  0.8660  0.1165       NA                NA
## 236          5 47.5400  0.8660  0.1165       NA                NA
## 237          5 47.5400  0.8660  0.1165       NA                NA
## 238          5 47.5400  0.8660  0.1165       NA                NA
## 239          5 47.5400  0.8660  0.1165       NA                NA
## 240          5 47.5400  0.8660  0.1165       NA                NA
## 241          5 47.5400  0.8660  0.1165       NA                NA
## 242          5 47.5400  0.8660  0.1165       NA                NA
## 243          5 47.5400  0.8660  0.1165       NA                NA
## 244          5 47.5400  0.8660  0.1165       NA                NA
## 245          5 47.5400  0.8660  0.1165       NA                NA
## 246          5 47.5400  0.8660  0.1165       NA                NA
## 247          5 47.5400  0.8660  0.1165       NA                NA
## 248          5 47.5400  0.8660  0.1165       NA                NA
## 249          5 47.5400  0.8660  0.1165       NA                NA
## 250          5 47.5400  0.8660  0.1165       NA                NA
## 251          5 47.5400  0.8660  0.1165       NA                NA
## 252          5 47.5400  0.8660  0.1165       NA                NA
## 253          5 47.5400  0.8660  0.1165       NA                NA
## 254          5 47.5400  0.8660  0.1165       NA                NA
## 255          5 47.5400  0.8660  0.1165       NA                NA
## 256          5 47.5400  0.8660  0.1165       NA                NA
## 257          5 47.5400  0.8660  0.1165       NA                NA
## 258          5 47.5400  0.8660  0.1165       NA                NA
## 259          6 44.1300  1.9000  1.7150  25.0300           23.1700
## 260          6 44.1300  1.9000  1.7150  25.0300           23.1700
## 261          6 44.1300  1.9000  1.7150  25.0300           23.1700
## 262          6 44.1300  1.9000  1.7150  25.0300           23.1700
## 263          6 44.1300  1.9000  1.7150  25.0300           23.1700
## 264          3      NA      NA      NA       NA                NA
## 265          3      NA      NA      NA       NA                NA
## 266          3      NA      NA      NA       NA                NA
## 267          3      NA      NA      NA       NA                NA
## 268          3      NA      NA      NA       NA                NA
## 269          3      NA      NA      NA       NA                NA
## 270          3      NA      NA      NA       NA                NA
## 271          3      NA      NA      NA       NA                NA
## 272          3      NA      NA      NA       NA                NA
## 273          3      NA      NA      NA       NA                NA
## 274          3      NA      NA      NA       NA                NA
## 275          3      NA      NA      NA       NA                NA
## 276          3      NA      NA      NA       NA                NA
## 277          3      NA      NA      NA       NA                NA
## 278          3      NA      NA      NA       NA                NA
## 279          3      NA      NA      NA       NA                NA
## 280          3      NA      NA      NA       NA                NA
## 281          3      NA      NA      NA       NA                NA
## 282          3      NA      NA      NA       NA                NA
## 283          3      NA      NA      NA       NA                NA
## 284          3      NA      NA      NA       NA                NA
## 285          3      NA      NA      NA       NA                NA
## 286          3      NA      NA      NA       NA                NA
## 287          3      NA      NA      NA       NA                NA
## 288          3      NA      NA      NA       NA                NA
## 289          3      NA      NA      NA       NA                NA
## 290          3      NA      NA      NA       NA                NA
## 291          3      NA      NA      NA       NA                NA
## 292          3      NA      NA      NA       NA                NA
## 293          3      NA      NA      NA       NA                NA
## 294          3      NA      NA      NA       NA                NA
## 295          3      NA      NA      NA       NA                NA
## 296          3      NA      NA      NA       NA                NA
## 297          3      NA      NA      NA       NA                NA
## 298          3      NA      NA      NA       NA                NA
## 299          3      NA      NA      NA       NA                NA
## 300          3 38.6850  1.6250      NA       NA           24.3700
## 301          3 42.3400  1.6750      NA       NA           25.6350
## 302          3 42.7750  1.4750      NA       NA           31.3400
## 303          3 42.9850  1.4650      NA       NA           31.9150
## 304          3 42.8050  1.3350      NA       NA           38.2400
## 305          3 42.9350  1.4350      NA       NA           33.1450
## 306          3 42.2250  1.4100      NA       NA           33.6200
## 307          3 51.4740  1.3360  0.0710  24.8880           42.1500
## 308          3 48.2610  1.2150  0.0960  17.7320           42.4000
## 309          3 48.7750  1.6110  0.0655  18.3660           30.3500
## 310          3 51.4740  1.3360  0.0710  24.8880           42.1500
## 311          3 48.2610  1.2150  0.0960  17.7320           42.4000
## 312          3 48.7750  1.6110  0.0655  18.3660           30.3500
## 313          3 51.8340  0.8000      NA  25.7870           65.0600
## 314          3 53.0340  0.7680      NA  27.1070           70.1450
## 315          3 53.9510  0.7200      NA  27.6800           75.2100
## 316          3 51.8340  0.8000      NA  25.7870           65.0600
## 317          3 53.0340  0.7680      NA  27.1070           70.1450
## 318          3 53.9510  0.7200      NA  27.6800           75.2100
## 319          3 52.9400  0.7630      NA  26.8570           70.1300
## 320          3 52.9400  0.7630      NA  26.8570           70.1300
## 321          4 46.2850  0.7950      NA   5.9600           58.8500
## 322          4 48.0300  0.8550      NA  13.3250           55.9500
## 323          4 46.2150  0.8150      NA  10.3100           56.6000
## 324          4 48.3250  0.7900      NA  11.1750           61.7000
## 325          4 46.5100  0.7500      NA   8.1600           62.3500
## 326          4 48.2550  0.8100      NA  15.5250           59.4500
## 327          4 47.5470  0.8130      NA  10.5300           58.8330
## 328          4 46.3370  0.7870      NA   8.1430           59.2670
## 329          4 47.5000  0.8270      NA  13.0500           57.3330
## 330          4 47.6970  0.7830      NA  11.6200           61.1600
## 331          4 47.2700  0.8025      NA  10.7425           59.1500
## 332          4 46.2850  0.7950      NA   5.9600           58.8500
## 333          4 48.0300  0.8550      NA  13.3250           55.9500
## 334          4 46.2150  0.8150      NA  10.3100           56.6000
## 335          4 48.3250  0.7900      NA  11.1750           61.7000
## 336          4 46.5100  0.7500      NA   8.1600           62.3500
## 337          4 48.2550  0.8100      NA  15.5250           59.4500
## 338          4 47.5470  0.8130      NA  10.5300           58.8330
## 339          4 46.3370  0.7870      NA   8.1430           59.2670
## 340          4 47.5000  0.8270      NA  13.0500           57.3330
## 341          4 47.6970  0.7830      NA  11.6200           61.1600
## 342          4 47.2700  0.8025      NA  10.7425           59.1500
## 343          3 40.9500  1.9300  0.0580  24.5000           21.2000
## 344          3 43.1300  2.1900  0.0610  20.8000           19.7000
## 345          3 40.2700  2.4900  0.0770  22.4000           16.2000
## 346          3 41.4500  2.2000  0.0650  22.6000           18.9000
## 347          4 45.0000  1.1400  0.0900       NA           39.3000
## 348          4 45.0000  1.1400  0.0900       NA           39.3000
## 349          6 46.9030  0.4470  0.0355  42.0990          110.9000
## 350          6 46.9030  0.4470  0.0355  42.0990          110.9000
## 351          6 46.9030  0.4470  0.0355  42.0990          110.9000
## 352          6 46.9030  0.4470  0.0355  42.0990          110.9000
## 353          6 46.9030  0.4470  0.0355  42.0990          110.9000
## 354          6 46.9030  0.4470  0.0355  42.0990          110.9000
## 355          6 46.9030  0.4470  0.0355  42.0990          110.9000
## 356          6 46.9030  0.4470  0.0355  42.0990          110.9000
## 357          6 46.9030  0.4470  0.0355  42.0990          110.9000
## 358          6 46.9030  0.4470  0.0355  42.0990          110.9000
## 359          6 46.9030  0.4470  0.0355  42.0990          110.9000
## 360          6 46.9030  0.4470  0.0355  42.0990          110.9000
## 361         15 46.9980  1.3485  0.1150       NA           35.3700
## 362         15 45.7100  1.0730  0.0715       NA           43.7450
## 363         15 41.9330  1.1435  0.0965       NA           39.2950
## 364         15 44.8800  1.1880  0.0943       NA           39.4700
## 365         15 46.9980  1.3485  0.1150       NA           35.3700
## 366         15 45.7100  1.0730  0.0715       NA           43.7450
## 367         15 41.9330  1.1435  0.0965       NA           39.2950
## 368         15 44.8800  1.1880  0.0943       NA           39.4700
## 369         15 46.9980  1.3485  0.1150       NA           35.3700
## 370         15 45.7100  1.0730  0.0715       NA           43.7450
## 371         15 41.9330  1.1435  0.0965       NA           39.2950
## 372         15 44.8800  1.1880  0.0943       NA           39.4700
## 373          3 51.2800  1.0700  0.2100       NA           63.1300
## 374          3 51.2800  1.0700  0.2100       NA           63.1300
## 375          3 51.2800  1.0700  0.2100       NA           63.1300
## 376          3 51.2800  1.0700  0.2100       NA           63.1300
## 377          3 47.6300  1.0600  0.2900       NA           50.0900
## 378          3 47.6300  1.0600  0.2900       NA           50.0900
## 379          3 47.6300  1.0600  0.2900       NA           50.0900
## 380          3 47.6300  1.0600  0.2900       NA           50.0900
## 381          3 54.1500  1.1400  0.1400       NA           66.5400
## 382          3 54.1500  1.1400  0.1400       NA           66.5400
## 383          3 54.1500  1.1400  0.1400       NA           66.5400
## 384          3 51.8000  1.0200  0.1100       NA           94.6100
## 385          3 51.8000  1.0200  0.1100       NA           94.6100
## 386          3 51.8000  1.0200  0.1100       NA           94.6100
## 387          3 51.8000  1.0200  0.1100       NA           94.6100
## 388          3 52.2700  1.2900  0.1500       NA           48.5300
## 389          3 52.2700  1.2900  0.1500       NA           48.5300
## 390          3 52.2700  1.2900  0.1500       NA           48.5300
## 391          3 52.2700  1.2900  0.1500       NA           48.5300
## 392          3 48.8400  1.4500  0.2200       NA           36.7100
## 393          3 48.8400  1.4500  0.2200       NA           36.7100
## 394          3 48.8400  1.4500  0.2200       NA           36.7100
## 395          3 48.8400  1.4500  0.2200       NA           36.7100
## 396          3 53.7700  0.4800  0.0800       NA          128.1400
## 397          3 53.7700  0.4800  0.0800       NA          128.1400
## 398          3 53.7700  0.4800  0.0800       NA          128.1400
## 399          3 53.7700  0.4800  0.0800       NA          128.1400
## 400          3 57.9400  0.6700  0.1300       NA           94.0300
## 401          3 57.9400  0.6700  0.1300       NA           94.0300
## 402          3 57.9400  0.6700  0.1300       NA           94.0300
## 403          3 55.5900  0.5500  0.1000       NA          122.1000
## 404          3 55.5900  0.5500  0.1000       NA          122.1000
## 405          3 55.5900  0.5500  0.1000       NA          122.1000
## 406          3 55.5900  0.5500  0.1000       NA          122.1000
## 407          3 50.3700  0.5800  0.1100       NA          110.7700
## 408          3 50.3700  0.5800  0.1100       NA          110.7700
## 409          3 50.3700  0.5800  0.1100       NA          110.7700
## 410          3 50.3700  0.5800  0.1100       NA          110.7700
## 411          3 51.8800  0.6200  0.0900       NA          110.1400
## 412          3 51.8800  0.6200  0.0900       NA          110.1400
## 413          3 51.8800  0.6200  0.0900       NA          110.1400
## 414          3 51.8800  0.6200  0.0900       NA          110.1400
## 415          3 47.2900  1.1400  0.1900       NA           49.2100
## 416          3 47.2900  1.1400  0.1900       NA           49.2100
## 417          3 47.2900  1.1400  0.1900       NA           49.2100
## 418          3 47.2900  1.1400  0.1900       NA           49.2100
## 419          3 54.5500  0.7800  0.1600       NA           76.6600
## 420          3 54.5500  0.7800  0.1600       NA           76.6600
## 421          3 54.5500  0.7800  0.1600       NA           76.6600
## 422          3 54.5500  0.7800  0.1600       NA           76.6600
## 423          3 56.5000  1.0300  0.1600       NA           65.8200
## 424          3 56.5000  1.0300  0.1600       NA           65.8200
## 425          3 56.5000  1.0300  0.1600       NA           65.8200
## 426          3 56.0500  0.8200  0.1400       NA           76.0200
## 427          3 56.0500  0.8200  0.1400       NA           76.0200
## 428          3 56.0500  0.8200  0.1400       NA           76.0200
## 429          3 52.6300  0.9800  0.2100       NA           64.2000
## 430          3 52.6300  0.9800  0.2100       NA           64.2000
## 431          3 52.6300  0.9800  0.2100       NA           64.2000
## 432          3 52.6300  0.9800  0.2100       NA           64.2000
## 433          3 53.1700  1.3900  0.2100       NA           48.8400
## 434          3 53.1700  1.3900  0.2100       NA           48.8400
## 435          3 53.1700  1.3900  0.2100       NA           48.8400
## 436          3 53.1700  1.3900  0.2100       NA           48.8400
## 437          3 55.1200  1.6400  0.2100       NA           38.0000
## 438          3 55.1200  1.6400  0.2100       NA           38.0000
## 439          3 55.1200  1.6400  0.2100       NA           38.0000
## 440          3 55.1200  1.6400  0.2100       NA           38.0000
## 441          3 52.7900  1.1100  0.1500       NA           53.8600
## 442          3 52.7900  1.1100  0.1500       NA           53.8600
## 443          3 52.7900  1.1100  0.1500       NA           53.8600
## 444          3 54.6700  1.4300  0.1900       NA           48.2000
## 445          3 54.6700  1.4300  0.1900       NA           48.2000
## 446          3 54.6700  1.4300  0.1900       NA           48.2000
## 447          3 51.2500  1.5900  0.2600       NA           36.3800
## 448          3 51.2500  1.5900  0.2600       NA           36.3800
## 449          3 51.2500  1.5900  0.2600       NA           36.3800
## 450          3 51.2500  1.5900  0.2600       NA           36.3800
## 451          3 49.2400  1.4000  0.1900       NA           38.3700
## 452          3 49.2400  1.4000  0.1900       NA           38.3700
## 453          3 49.2400  1.4000  0.1900       NA           38.3700
## 454          3 49.2400  1.4000  0.1900       NA           38.3700
## 455          3 54.7500  1.1800  0.1800       NA           63.0900
## 456          3 54.7500  1.1800  0.1800       NA           63.0900
## 457          3 54.7500  1.1800  0.1800       NA           63.0900
## 458          3 54.7500  1.1800  0.1800       NA           63.0900
## 459          3 56.7100  0.6400  0.1500       NA           96.6300
## 460          3 56.7100  0.6400  0.1500       NA           96.6300
## 461          3 56.7100  0.6400  0.1500       NA           96.6300
## 462          3 56.7100  0.6400  0.1500       NA           96.6300
## 463          3 51.4000  0.9400  0.2300       NA           66.8000
## 464          3 51.4000  0.9400  0.2300       NA           66.8000
## 465          3 51.4000  0.9400  0.2300       NA           66.8000
## 466          3 51.4000  0.9400  0.2300       NA           66.8000
## 467          3 51.4000  0.9400  0.2300       NA           66.8000
## 468          3 51.4000  0.9400  0.2300       NA           66.8000
## 469          3 51.4000  0.9400  0.2300       NA           66.8000
## 470          3 51.4000  0.9400  0.2300       NA           66.8000
## 471          3 51.4000  0.9400  0.2300       NA           66.8000
## 472          3 51.4000  0.9400  0.2300       NA           66.8000
## 473          3 51.4000  0.9400  0.2300       NA           66.8000
## 474          3 51.4000  0.9400  0.2300       NA           66.8000
## 475          3 51.4000  0.9400  0.2300       NA           66.8000
## 476          3 51.4000  0.9400  0.2300       NA           66.8000
## 477          3 51.4000  0.9400  0.2300       NA           66.8000
## 478          3 51.4000  0.9400  0.2300       NA           66.8000
## 479          3 53.6600  1.2900  0.2000       NA           53.7700
## 480          3 53.6600  1.2900  0.2000       NA           54.7700
## 481          3 53.6600  1.2900  0.2000       NA           55.7700
## 482          3 53.6600  1.2900  0.2000       NA           56.7700
## 483          3 53.6600  1.2900  0.2000       NA           57.7700
## 484          3 53.6600  1.2900  0.2000       NA           58.7700
## 485          3 53.6600  1.2900  0.2000       NA           59.7700
## 486          3 53.6600  1.2900  0.2000       NA           60.7700
## 487          3 53.6600  1.2900  0.2000       NA           61.7700
## 488          3 53.6600  1.2900  0.2000       NA           62.7700
## 489          3 53.6600  1.2900  0.2000       NA           63.7700
## 490          3 53.6600  1.2900  0.2000       NA           64.7700
## 491          3 53.6600  1.2900  0.2000       NA           65.7700
## 492          3 53.6600  1.2900  0.2000       NA           66.7700
## 493          3 53.6600  1.2900  0.2000       NA           67.7700
## 494          3 53.6600  1.2900  0.2000       NA           68.7700
## 495          3 53.6600  1.2900  0.2000       NA           69.7700
## 496          3 53.6600  1.2900  0.2000       NA           70.7700
## 497          3 53.6600  1.2900  0.2000       NA           71.7700
## 498          3 53.6600  1.2900  0.2000       NA           72.7700
## 499          3 53.6600  1.2900  0.2000       NA           73.7700
## 500          3 53.6600  1.2900  0.2000       NA           74.7700
## 501          3 53.6600  1.2900  0.2000       NA           75.7700
## 502          3 53.6600  1.2900  0.2000       NA           75.7700
## 503          3 53.6600  1.2900  0.2000       NA           53.7700
## 504          3 53.6600  1.2900  0.2000       NA           54.7700
## 505          3 53.6600  1.2900  0.2000       NA           55.7700
## 506          3 53.6600  1.2900  0.2000       NA           56.7700
## 507          3 53.6600  1.2900  0.2000       NA           57.7700
## 508          3 53.6600  1.2900  0.2000       NA           58.7700
## 509          3 53.6600  1.2900  0.2000       NA           59.7700
## 510          3 53.6600  1.2900  0.2000       NA           60.7700
## 511          6 52.4400  1.0500  0.1800       NA           67.4300
## 512          6 52.4400  1.0500  0.1800       NA           67.4300
## 513          6 52.4400  1.0500  0.1800       NA           67.4300
## 514          6 52.4400  1.0500  0.1800       NA           67.4300
## 515         10      NA  0.8630  0.0903       NA                NA
## 516         10      NA  0.8810  0.0980       NA                NA
## 517         10      NA  0.8820  0.1010       NA                NA
## 518         10      NA  0.8730  0.0940       NA                NA
## 519         10      NA  0.8630  0.0903       NA                NA
## 520         10      NA  0.8810  0.0980       NA                NA
## 521         10      NA  0.8820  0.1010       NA                NA
## 522         10      NA  0.8730  0.0940       NA                NA
## 523         10      NA  0.8630  0.0903       NA                NA
## 524         10      NA  0.8810  0.0980       NA                NA
## 525         10      NA  0.8820  0.1010       NA                NA
## 526         10      NA  0.8730  0.0940       NA                NA
## 527         10      NA  0.8630  0.0903       NA                NA
## 528         10      NA  0.8810  0.0980       NA                NA
## 529         10      NA  0.8820  0.1010       NA                NA
## 530         10      NA  0.8730  0.0940       NA                NA
## 531         10      NA  0.8630  0.0903       NA                NA
## 532         10      NA  0.8810  0.0980       NA                NA
## 533         10      NA  0.8820  0.1010       NA                NA
## 534         10      NA  0.8730  0.0940       NA                NA
## 535         10      NA  0.8630  0.0903       NA                NA
## 536         10      NA  0.8810  0.0980       NA                NA
## 537         10      NA  0.8820  0.1010       NA                NA
## 538         10      NA  0.8730  0.0940       NA                NA
## 539          4 49.3300  0.9000  0.0500  39.0300           56.9000
## 540          4 49.3300  0.9000  0.0500  39.0300           56.9000
## 541          4 49.3300  0.9000  0.0500  39.0300           56.9000
## 542          4 51.0200  1.2700  0.0600  45.7300           43.2000
## 543          4 49.4900  0.9100  0.0600  33.3200           54.6000
## 544          4 49.4900  0.9100  0.0600  33.3200           54.6000
## 545          4 49.4900  0.9100  0.0600  33.3200           54.6000
## 546          4 49.4900  0.9100  0.0600  33.3200           54.6000
## 547          4 49.4900  0.9100  0.0600  33.3200           54.6000
## 548          4 49.4900  0.9100  0.0600  33.3200           54.6000
## 549          4 49.4900  0.9100  0.0600  33.3200           54.6000
## 550          4 49.4900  0.9100  0.0600  33.3200           54.6000
## 551          4 49.4900  0.9100  0.0600  33.3200           54.6000
## 552          4 50.8000  0.8500  0.0700  36.4100           60.2000
## 553          4 50.8000  0.8500  0.0700  36.4100           60.2000
## 554          4 50.8000  0.8500  0.0700  36.4100           60.2000
## 555          4 50.8000  0.8500  0.0700  36.4100           60.2000
## 556          4 50.8000  0.8500  0.0700  36.4100           60.2000
## 557          4 50.8000  0.8500  0.0700  36.4100           60.2000
## 558          4 50.8000  0.8500  0.0700  36.4100           60.2000
## 559          4 50.8000  0.8500  0.0700  36.4100           60.2000
## 560          4 50.8000  0.8500  0.0700  36.4100           60.2000
## 561          4 49.4900  0.9100  0.0600  33.3200           54.6000
## 562          4 49.4900  0.9100  0.0600  33.3200           54.6000
## 563          4 49.4900  0.9100  0.0600  33.3200           54.6000
## 564          4 49.4900  0.9100  0.0600  33.3200           54.6000
## 565          4 49.4900  0.9100  0.0600  33.3200           54.6000
## 566          4 49.4900  0.9100  0.0600  33.3200           54.6000
## 567          4 49.4900  0.9100  0.0600  33.3200           54.6000
## 568          4 49.4900  0.9100  0.0600  33.3200           54.6000
## 569          4 49.4900  0.9100  0.0600  33.3200           54.6000
## 570          4 50.8000  0.8500  0.0700  36.4100           60.2000
## 571          4 50.8000  0.8500  0.0700  36.4100           60.2000
## 572          4 50.8000  0.8500  0.0700  36.4100           60.2000
## 573          4 50.8000  0.8500  0.0700  36.4100           60.2000
## 574          4 50.8000  0.8500  0.0700  36.4100           60.2000
## 575          4 50.8000  0.8500  0.0700  36.4100           60.2000
## 576          4 50.8000  0.8500  0.0700  36.4100           60.2000
## 577          4 50.8000  0.8500  0.0700  36.4100           60.2000
## 578          4 50.8000  0.8500  0.0700  36.4100           60.2000
## 579          4 48.5000  0.6730  0.1260  30.4300          136.3300
## 580          4 44.1670  1.2070  0.0920  27.8000           38.0000
## 581          7 49.6000  1.2700  0.0390       NA                NA
## 582          7 49.6000  1.2700  0.0390       NA                NA
## 583          7 49.6000  1.2700  0.0390       NA                NA
## 584          7 49.6000  1.2700  0.0390       NA                NA
## 585          7 49.6000  1.2700  0.0390       NA                NA
## 586          5      NA  1.7950  0.4800  22.9000           28.5000
## 587          5      NA  1.7900  0.5000  22.5000           28.5500
## 588          5      NA  1.6250  0.3300  20.2000           30.4500
## 589          5      NA  1.9400  0.4000  19.2000           26.0500
## 590          5      NA  2.1200  0.3350  16.4500           23.5500
## 591          5      NA  1.8600  0.3800  20.3000           27.4700
## 592          5      NA  1.7470  0.2800  18.5000           28.7670
## 593          5      NA  1.9467  0.4830  21.2000           26.2330
## 594          5      NA  1.9430  0.4970  29.3300           26.2670
## 595          5      NA  1.9530  0.3400  17.5660           25.8670
## 596          5      NA  1.8000  0.3725  20.1750           28.2250
## 597          5      NA  1.9580  0.4075  19.6750           26.0250
## 598          5      NA  1.8650  0.4900  20.8500           27.3000
## 599          5      NA  1.9550  0.4175  19.4750           26.0600
## 600          5      NA  1.8725  0.3725  18.3250           27.0000
## 601          3 50.3900  1.6250      NA       NA           31.2000
## 602          5      NA      NA      NA       NA                NA
## 603          5      NA      NA      NA       NA                NA
## 604          5      NA      NA      NA       NA                NA
## 605          5      NA      NA      NA       NA                NA
## 606          5      NA      NA      NA       NA                NA
## 607          5      NA      NA      NA       NA                NA
## 608          5      NA      NA      NA       NA                NA
## 609          5      NA      NA      NA       NA                NA
## 610          5      NA      NA      NA       NA                NA
## 611          5      NA      NA      NA       NA                NA
## 612          5      NA      NA      NA       NA                NA
## 613          5      NA      NA      NA       NA                NA
## 614          5      NA      NA      NA       NA                NA
## 615          5      NA      NA      NA       NA                NA
## 616          5      NA      NA      NA       NA                NA
## 617          5      NA      NA      NA       NA                NA
## 618          5      NA      NA      NA       NA                NA
## 619          5      NA      NA      NA       NA                NA
## 620          5      NA      NA      NA       NA                NA
## 621          5      NA      NA      NA       NA                NA
## 622          5      NA      NA      NA       NA                NA
## 623          5      NA      NA      NA       NA                NA
## 624          5      NA      NA      NA       NA                NA
## 625          5      NA      NA      NA       NA                NA
## 626          5      NA      NA      NA       NA                NA
## 627          5      NA      NA      NA       NA                NA
## 628          5      NA      NA      NA       NA                NA
## 629          5      NA      NA      NA       NA                NA
## 630          5      NA      NA      NA       NA                NA
## 631          5      NA      NA      NA       NA                NA
## 632          5      NA      NA      NA       NA                NA
## 633          5      NA      NA      NA       NA                NA
## 634          5      NA      NA      NA       NA                NA
## 635          5      NA      NA      NA       NA                NA
## 636          5      NA      NA      NA       NA                NA
## 637          5      NA      NA      NA       NA                NA
## 638          5      NA      NA      NA       NA                NA
## 639          5      NA      NA      NA       NA                NA
## 640          5      NA      NA      NA       NA                NA
## 641          5      NA      NA      NA       NA                NA
## 642          5      NA      NA      NA       NA                NA
## 643          5      NA      NA      NA       NA                NA
## 644          5      NA      NA      NA       NA                NA
## 645          5      NA      NA      NA       NA                NA
## 646          5      NA      NA      NA       NA                NA
## 647          5      NA      NA      NA       NA                NA
## 648          5      NA      NA      NA       NA                NA
## 649          5      NA      NA      NA       NA                NA
## 650          4      NA      NA  0.0750       NA           57.3450
## 651          4      NA      NA  0.0750       NA           57.3450
## 652          4      NA      NA  0.0750       NA           57.3450
## 653          4      NA      NA  0.0750       NA           57.3450
## 654          4      NA      NA  0.0750       NA           57.3450
## 655          4      NA      NA  0.0750       NA           57.3450
## 656          4      NA      NA  0.0750       NA           57.3450
## 657          4      NA      NA  0.0750       NA           57.3450
## 658          4      NA      NA  0.0750       NA           57.3450
## 659          4      NA      NA  0.0750       NA           57.3450
## 660          4      NA      NA  0.0750       NA           57.3450
## 661          4      NA      NA  0.0750       NA           57.3450
## 662          4      NA      NA  0.0750       NA           57.3450
## 663          4      NA      NA  0.0750       NA           57.3450
## 664          4      NA      NA  0.0750       NA           57.3450
## 665          4      NA  1.1660  0.1430       NA           36.3550
## 666          4      NA  1.1660  0.1430       NA           36.3550
## 667          4      NA  1.1660  0.1430       NA           36.3550
## 668          4      NA  1.1660  0.1430       NA           36.3550
## 669          4      NA  1.1660  0.1430       NA           36.3550
## 670          3 40.1150  1.1500  0.0900   8.7450           35.0300
## 671          3 33.6900  0.9450  0.0870   8.0150           34.0850
## 672          3 40.4500  1.2000  0.1260   8.6300           34.1400
## 673          3 32.5150  0.9650  0.0710   6.3300           33.9450
## 674          3 39.2750  1.2200  0.1100   6.9450           32.5000
## 675          3 32.8500  1.0150  0.1070   6.2150           33.0550
## 676          3 35.6600  1.0530  0.1066   7.6200           34.2600
## 677          3 39.9500  1.1900  0.1087   8.1200           33.8900
## 678          3 35.4400  1.0200  0.0820   7.7000           34.8500
## 679          3 34.8800  1.0670  0.0960   6.5000           33.1670
## 680          4 36.4825  1.0825  0.0985   7.4800           34.0425
## 681          3 49.7170  2.6610  0.1490  23.3400                NA
## 682          3 49.7170  2.6610  0.1490  23.3400                NA
## 683          3 49.7170  2.6610  0.1490  23.3400                NA
## 684          3 49.7170  2.6610  0.1490  23.3400                NA
## 685          3 49.7170  2.6610  0.1490  23.3400                NA
## 686          3 49.7170  2.6610  0.1490  23.3400                NA
## 687          3      NA  0.5240  0.0510       NA                NA
## 688          3      NA  0.1370  0.0540       NA                NA
## 689          3      NA  0.3500  0.0570       NA                NA
## 690          3      NA  0.5240  0.0510       NA                NA
## 691          3      NA  0.1370  0.0540       NA                NA
## 692          3      NA  0.3500  0.0570       NA                NA
## 693          3      NA  0.5240  0.0510       NA                NA
## 694          3      NA  0.1370  0.0540       NA                NA
## 695          3      NA  0.3500  0.0570       NA                NA
## 696          3      NA  0.5240  0.0510       NA                NA
## 697          3      NA  0.1370  0.0540       NA                NA
## 698          3      NA  0.3500  0.0570       NA                NA
## 699          3      NA  0.5240  0.0510       NA                NA
## 700          3      NA  0.1370  0.0540       NA                NA
## 701          3      NA  0.3500  0.0570       NA                NA
## 702          3      NA  0.5240  0.0510       NA                NA
## 703          3      NA  0.1370  0.0540       NA                NA
## 704          3      NA  0.3500  0.0570       NA                NA
## 705          3      NA  0.5240  0.0510       NA                NA
## 706          3      NA  0.1370  0.0540       NA                NA
## 707          3      NA  0.3500  0.0570       NA                NA
## 708          3      NA  0.5240  0.0510       NA                NA
## 709          3      NA  0.1370  0.0540       NA                NA
## 710          3      NA  0.3500  0.0570       NA                NA
## 711          3      NA  0.5240  0.0510       NA                NA
## 712          3      NA  0.1370  0.0540       NA                NA
## 713          3      NA  0.3500  0.0570       NA                NA
## 714          4 47.9000  1.0800  0.1710       NA           44.0000
## 715          4 47.9000  1.0800  0.1710       NA           44.0000
## 716          4 47.9000  1.0800  0.1710       NA           44.0000
## 717          5 41.4000  1.3500  0.2150  11.3000                NA
## 718          5 39.8500  2.1050  0.2050  12.2500                NA
## 719          5 43.6500  1.9450  0.1200  11.6500                NA
## 720          5 42.8500  0.9450  0.1700  15.6000                NA
## 721          5 42.0500  1.1950  0.2750  17.2000                NA
## 722          5 46.6500  0.7850  0.0850  15.0000                NA
## 723          5 45.8500  1.0350  0.1900  16.6000                NA
## 724          5 45.1000  1.5400  0.0750  15.9500                NA
## 725          5 44.3000  1.7900  0.1800  17.5500                NA
## 726          5 47.3000  0.6300  0.1450  20.9000                NA
## 727          5 40.1000  2.1150  0.0900   6.7000                NA
## 728          5 38.9500  2.1800  0.1900   6.3500                NA
## 729          5 37.2500  1.1550  0.1700   5.4500                NA
## 730          5 39.7500  1.7900  0.1500   5.2000                NA
## 731          5 36.9000  0.8300  0.2300   3.9500                NA
## 732          5 40.5000  1.8250  0.0800   7.6000                NA
## 733          5 38.0500  0.7650  0.1300   4.3000                NA
## 734          5 37.6500  0.8650  0.1600   6.3500                NA
## 735          5 38.8000  0.8000  0.0600   6.7000                NA
## 736          5 38.4500  0.4750  0.1200   5.2000                NA
## 737          3      NA  1.0850      NA       NA           28.3450
## 738          3      NA  1.0200      NA       NA           30.3450
## 739          3      NA  1.3050      NA       NA           26.1600
## 740          3      NA  1.1100      NA       NA           22.0400
## 741          3      NA  1.0450      NA       NA           30.0400
## 742          3      NA  1.3300      NA       NA           25.8550
## 743          3      NA  1.1350      NA       NA           26.3400
## 744          3      NA  1.0700      NA       NA           28.3400
## 745          3      NA  1.3550      NA       NA           39.1550
## 746          3      NA  1.0850      NA       NA           28.3450
## 747          3      NA  1.0200      NA       NA           30.3450
## 748          3      NA  1.3050      NA       NA           26.1600
## 749          3      NA  1.1100      NA       NA           22.0400
## 750          3      NA  1.0450      NA       NA           30.0400
## 751          3      NA  1.3300      NA       NA           25.8550
## 752          3      NA  1.1350      NA       NA           26.3400
## 753          3      NA  1.0700      NA       NA           28.3400
## 754          3      NA  1.3550      NA       NA           39.1550
## 755          3      NA  1.0850      NA       NA           28.3450
## 756          3      NA  1.0200      NA       NA           30.3450
## 757          3      NA  1.3050      NA       NA           26.1600
## 758          3      NA  1.1100      NA       NA           22.0400
## 759          3      NA  1.0450      NA       NA           30.0400
## 760          3      NA  1.3300      NA       NA           25.8550
## 761          3      NA  1.1350      NA       NA           26.3400
## 762          3      NA  1.0700      NA       NA           28.3400
## 763          3      NA  1.3550      NA       NA           39.1550
## 764          3      NA  0.4150      NA  29.8150          124.7000
## 765          3      NA  0.4150      NA  29.8150          124.7000
## 766          3      NA  0.4240      NA  17.6200          125.8900
## 767          3      NA  0.4240      NA  17.6200          125.8900
## 768          5 42.6700  0.6380  0.0660       NA           66.8300
## 769          5 42.6700  0.6380  0.0660       NA           66.8300
## 770          5 42.6700  0.6380  0.0660       NA           66.8300
## 771          5 42.6700  0.6380  0.0660       NA           66.8300
## 772          5 42.6700  0.6380  0.0660       NA           66.8300
## 773          5 42.6700  0.6380  0.0660       NA           66.8300
## 774          5 42.6700  0.6380  0.0660       NA           66.8300
## 775          5 42.6700  0.6380  0.0660       NA           66.8300
## 776          5 42.6700  0.6380  0.0660       NA           66.8300
## 777          5 42.6700  0.6380  0.0660       NA           66.8300
## 778          8      NA  2.9400      NA       NA                NA
## 779          8      NA  2.9500      NA       NA                NA
## 780          8      NA  2.2000      NA       NA                NA
## 781          8      NA  2.2000      NA       NA                NA
## 782          8      NA  3.1900      NA       NA                NA
## 783          8      NA  2.4400      NA       NA                NA
## 784          8      NA  2.4400      NA       NA                NA
## 785          8      NA  2.4500      NA       NA                NA
## 786          8      NA  2.4500      NA       NA                NA
## 787          8      NA  1.7000      NA       NA                NA
## 788          8      NA  3.0260      NA       NA                NA
## 789          8      NA  2.5300      NA       NA                NA
## 790          8      NA  2.5300      NA       NA                NA
## 791          8      NA  2.5300      NA       NA                NA
## 792          8      NA  2.5300      NA       NA                NA
## 793          8      NA  2.6930      NA       NA                NA
## 794          8      NA  2.1930      NA       NA                NA
## 795          8      NA  2.2000      NA       NA                NA
## 796          8      NA  2.0330      NA       NA                NA
## 797          8      NA  2.1930      NA       NA                NA
## 798          8      NA  2.6950      NA       NA                NA
## 799          8      NA  2.6950      NA       NA                NA
## 800          8      NA  2.3200      NA       NA                NA
## 801          8      NA  2.3250      NA       NA                NA
## 802          8      NA  2.4450      NA       NA                NA
## 803          8      NA  2.4960      NA       NA                NA
## 804          5 46.7000  1.0700  0.1300       NA           46.7500
## 805          5 46.7000  1.0700  0.1300       NA           46.7500
## 806          5 46.7000  1.0700  0.1300       NA           46.7500
## 807          5 46.7000  1.0700  0.1300       NA           46.7500
## 808          5 46.6000  1.5200  0.0900       NA           39.2500
## 809          5 46.6000  1.5200  0.0900       NA           39.2500
## 810          5 46.6000  1.5200  0.0900       NA           39.2500
## 811          5 46.6000  1.5200  0.0900       NA           39.2500
## 812          5 46.4200  1.7500  1.0500       NA           28.9000
## 813          5 46.4200  1.7500  1.0500       NA           28.9000
## 814          5 46.4200  1.7500  1.0500       NA           28.9000
## 815          5 46.4200  1.7500  1.0500       NA           28.9000
## 816          3 51.3500  1.2500  0.0400  41.5500           41.3000
## 817          3 52.9500  1.1000  0.0300  46.8000           50.9500
## 818          3 53.8000  1.3300  0.0300  54.1500           40.5000
## 819          3 52.2000  1.0000  0.0300  37.7500           53.6500
## 820          3 53.0500  1.2300  0.0300  45.1000           43.2000
## 821          3 54.6500  1.0800  0.0200  50.3500           52.8500
## 822          3 52.1670  1.1200  0.0330  42.0330           48.6330
## 823          3 52.7300  1.2700  0.0330  46.9330           41.6700
## 824          3 53.8000  1.1700  0.0270  50.4330           48.1000
## 825          3 53.3000  1.1030  0.0270  44.4000           49.9000
## 826          3 53.0000  1.1650  0.0300  45.9500           47.0750
## 827          3 51.3500  1.2500  0.0400  41.5500           41.3000
## 828          3 52.9500  1.1000  0.0300  46.8000           50.9500
## 829          3 53.8000  1.3300  0.0300  54.1500           40.5000
## 830          3 52.2000  1.0000  0.0300  37.7500           53.6500
## 831          3 53.0500  1.2300  0.0300  45.1000           43.2000
## 832          3 54.6500  1.0800  0.0200  50.3500           52.8500
## 833          3 52.1670  1.1200  0.0330  42.0330           48.6330
## 834          3 52.7300  1.2700  0.0330  46.9330           41.6700
## 835          3 53.8000  1.1700  0.0270  50.4330           48.1000
## 836          3 53.3000  1.1030  0.0270  44.4000           49.9000
## 837          3 53.0000  1.1650  0.0300  45.9500           47.0750
## 838          3 51.3500  1.2500  0.0400  41.5500           41.3000
## 839          3 52.9500  1.1000  0.0300  46.8000           50.9500
## 840          3 53.8000  1.3300  0.0300  54.1500           40.5000
## 841          3 52.2000  1.0000  0.0300  37.7500           53.6500
## 842          3 53.0500  1.2300  0.0300  45.1000           43.2000
## 843          3 54.6500  1.0800  0.0200  50.3500           52.8500
## 844          3 52.1670  1.1200  0.0330  42.0330           48.6330
## 845          3 52.7300  1.2700  0.0330  46.9330           41.6700
## 846          3 53.8000  1.1700  0.0270  50.4330           48.1000
## 847          3 53.3000  1.1030  0.0270  44.4000           49.9000
## 848          3 53.0000  1.1650  0.0300  45.9500           47.0750
## 849          3 51.3500  1.2500  0.0400  41.5500           41.3000
## 850          3 52.9500  1.1000  0.0300  46.8000           50.9500
## 851          3 53.8000  1.3300  0.0300  54.1500           40.5000
## 852          3 52.2000  1.0000  0.0300  37.7500           53.6500
## 853          3 53.0500  1.2300  0.0300  45.1000           43.2000
## 854          3 54.6500  1.0800  0.0200  50.3500           52.8500
## 855          3 52.1670  1.1200  0.0330  42.0330           48.6330
## 856          3 52.7300  1.2700  0.0330  46.9330           41.6700
## 857          3 53.8000  1.1700  0.0270  50.4330           48.1000
## 858          3 53.3000  1.1030  0.0270  44.4000           49.9000
## 859          3 53.0000  1.1650  0.0300  45.9500           47.0750
## 860          3 42.2830  1.3490  1.2750       NA           47.4200
## 861          3 42.2830  1.3490  1.2750       NA           48.4200
## 862          3 42.2830  1.3490  1.2750       NA           49.4200
## 863          3 42.2830  1.3490  1.2750       NA           50.4200
## 864          3 42.2830  1.3490  1.2750       NA           51.4200
## 865          3 42.2830  1.3490  1.2750       NA           52.4200
## 866          3 42.2830  1.3490  1.2750       NA           53.4200
## 867          3 42.2830  1.3490  1.2750       NA           54.4200
##     Lit_Lig_Nit_ratio expected_decay_k observed_decay_k initial_weight_g
## 1                  NA           0.4000         0.420000             8.00
## 2                  NA           0.7000         0.720000             8.00
## 3                  NA           0.5700         0.610000             8.00
## 4                  NA           0.4000         0.420000             8.00
## 5                  NA           0.7000         0.720000             8.00
## 6                  NA           0.5700         0.610000             8.00
## 7                  NA           0.4000         0.420000             8.00
## 8                  NA           0.7000         0.720000             8.00
## 9                  NA           0.5700         0.610000             8.00
## 10                 NA           0.4000         0.420000             8.00
## 11                 NA           0.7000         0.720000             8.00
## 12                 NA           0.5700         0.610000             8.00
## 13                 NA           0.4750         0.500000             8.00
## 14                 NA           0.7600         0.920000             8.00
## 15                 NA           0.6400         0.750000             8.00
## 16                 NA           0.4750         0.500000             8.00
## 17                 NA           0.7600         0.920000             8.00
## 18                 NA           0.6400         0.750000             8.00
## 19                 NA           0.4750         0.500000             8.00
## 20                 NA           0.7600         0.920000             8.00
## 21                 NA           0.6400         0.750000             8.00
## 22                 NA           0.4750         0.500000             8.00
## 23                 NA           0.7600         0.920000             8.00
## 24                 NA           0.6400         0.750000             8.00
## 25             33.600               NA               NA            10.00
## 26             33.600               NA               NA            10.00
## 27             33.600               NA               NA            10.00
## 28             33.600               NA               NA            10.00
## 29             33.600               NA               NA            10.00
## 30             33.600               NA               NA            10.00
## 31             36.200               NA               NA            10.00
## 32             36.200               NA               NA            10.00
## 33             36.200               NA               NA            10.00
## 34             36.200               NA               NA            10.00
## 35             36.200               NA               NA            10.00
## 36             36.200               NA               NA            10.00
## 37             35.050               NA               NA            10.00
## 38             35.050               NA               NA            10.00
## 39             35.050               NA               NA            10.00
## 40             35.050               NA               NA            10.00
## 41             35.050               NA               NA            10.00
## 42             35.050               NA               NA            10.00
## 43                 NA           0.6400         0.653000            10.00
## 44                 NA           0.6400         0.653000            10.00
## 45                 NA           0.6400         0.653000            10.00
## 46                 NA           0.6400         0.653000            10.00
## 47                 NA           0.4865         0.357000            10.00
## 48                 NA           0.4865         0.357000            10.00
## 49                 NA           0.4865         0.357000            10.00
## 50                 NA           0.4865         0.357000            10.00
## 51                 NA           0.3785         0.383000            10.00
## 52                 NA           0.3785         0.383000            10.00
## 53                 NA           0.3785         0.383000            10.00
## 54                 NA           0.3785         0.383000            10.00
## 55                 NA           0.5913         0.509000            10.00
## 56                 NA           0.5913         0.509000            10.00
## 57                 NA           0.5913         0.509000            10.00
## 58                 NA           0.5913         0.509000            10.00
## 59                 NA               NA               NA             8.00
## 60                 NA               NA               NA             8.00
## 61                 NA               NA               NA             7.73
## 62                 NA               NA               NA             7.72
## 63                 NA               NA               NA             7.73
## 64                 NA               NA               NA             7.69
## 65                 NA               NA               NA             7.75
## 66                 NA               NA               NA             7.71
## 67                 NA               NA               NA             7.71
## 68                 NA               NA               NA             7.71
## 69                 NA               NA               NA             7.75
## 70                 NA               NA               NA             7.75
## 71                 NA               NA               NA             7.74
## 72                 NA               NA               NA             7.70
## 73                 NA               NA               NA             7.74
## 74                 NA               NA               NA             7.72
## 75                 NA               NA               NA             7.75
## 76                 NA               NA               NA             7.74
## 77                 NA               NA               NA             7.73
## 78                 NA               NA               NA             7.67
## 79                 NA               NA               NA             7.75
## 80                 NA               NA               NA             7.71
## 81                 NA               NA               NA             7.72
## 82                 NA               NA               NA             7.72
## 83                 NA               NA               NA             7.75
## 84                 NA               NA               NA             7.79
## 85                 NA               NA               NA             7.76
## 86                 NA               NA               NA             7.70
## 87                 NA               NA               NA             7.73
## 88                 NA               NA               NA             7.77
## 89                 NA           0.3250         0.400000            10.00
## 90                 NA           0.3250         0.400000            10.00
## 91                 NA           0.3250         0.400000            10.00
## 92                 NA               NA               NA             4.30
## 93                 NA               NA               NA             4.30
## 94                 NA               NA               NA             4.30
## 95                 NA               NA               NA             4.30
## 96                 NA               NA               NA             4.30
## 97                 NA               NA               NA             4.30
## 98                 NA               NA               NA             8.00
## 99                 NA               NA               NA             8.00
## 100                NA               NA               NA             8.00
## 101                NA               NA               NA             8.00
## 102                NA               NA               NA             8.00
## 103                NA               NA               NA             8.00
## 104                NA               NA               NA             8.00
## 105                NA               NA               NA             8.00
## 106                NA               NA               NA             8.00
## 107                NA               NA               NA             8.00
## 108                NA               NA               NA             8.00
## 109                NA               NA               NA             8.00
## 110                NA               NA               NA             8.00
## 111                NA               NA               NA             8.00
## 112                NA               NA               NA             8.00
## 113                NA               NA               NA             8.00
## 114                NA               NA               NA             8.00
## 115                NA               NA               NA             8.00
## 116                NA               NA               NA             8.00
## 117                NA               NA               NA             8.00
## 118                NA               NA               NA             8.00
## 119                NA               NA               NA             8.00
## 120                NA               NA               NA             8.00
## 121                NA               NA               NA             8.00
## 122             5.740           3.2800         2.340000             2.00
## 123             5.740           3.2800         2.340000             2.00
## 124             5.740           3.2800         2.340000             2.00
## 125             5.740           3.2800         2.340000             2.00
## 126             5.740           3.2800         2.340000             2.00
## 127             5.740           3.2800         2.980000             2.00
## 128             5.740           3.2800         2.980000             2.00
## 129             5.740           3.2800         2.980000             2.00
## 130             5.740           3.2800         2.980000             2.00
## 131             5.740           3.2800         2.980000             2.00
## 132             5.740           3.2800         5.430000             2.00
## 133             5.740           3.2800         5.430000             2.00
## 134             5.740           3.2800         5.430000             2.00
## 135             5.740           3.2800         5.430000             2.00
## 136             5.740           3.2800         5.430000             2.00
## 137                NA           0.6170         0.585000             3.00
## 138                NA           0.3840         0.397000             3.00
## 139                NA           0.5060         0.448000             3.00
## 140                NA               NA               NA            10.00
## 141                NA               NA               NA            10.00
## 142                NA               NA               NA            10.00
## 143                NA               NA               NA            10.00
## 144                NA               NA               NA            10.00
## 145                NA               NA               NA            10.00
## 146                NA               NA               NA            10.00
## 147                NA               NA               NA            10.00
## 148                NA               NA               NA            10.00
## 149                NA               NA               NA            10.00
## 150                NA               NA               NA            10.00
## 151                NA               NA               NA            10.00
## 152                NA               NA               NA             1.00
## 153                NA               NA               NA             1.00
## 154                NA               NA               NA             1.00
## 155                NA               NA               NA             1.00
## 156                NA               NA               NA             1.00
## 157                NA               NA               NA             1.00
## 158                NA               NA               NA             1.00
## 159                NA               NA               NA             1.00
## 160                NA               NA               NA             1.00
## 161                NA               NA               NA             1.00
## 162                NA               NA               NA             1.00
## 163                NA               NA               NA             1.00
## 164                NA               NA               NA             1.00
## 165                NA               NA               NA             1.00
## 166                NA               NA               NA             1.00
## 167                NA               NA               NA             1.00
## 168                NA               NA               NA             1.00
## 169                NA               NA               NA             1.00
## 170                NA               NA               NA             1.00
## 171                NA               NA               NA             1.00
## 172                NA               NA               NA             1.00
## 173                NA               NA               NA             1.00
## 174                NA               NA               NA             1.00
## 175                NA               NA               NA             1.00
## 176            44.250               NA               NA             6.00
## 177            44.250               NA               NA             6.00
## 178            44.250               NA               NA             6.00
## 179            44.250               NA               NA             6.00
## 180            44.250               NA               NA             6.00
## 181            44.250               NA               NA             6.00
## 182            44.250               NA               NA             6.00
## 183            44.250               NA               NA             6.00
## 184                NA           0.0800         0.079000             4.00
## 185                NA           0.0590         0.055000             4.00
## 186                NA           0.0430         0.043000             4.00
## 187                NA           0.0660         0.069000             4.00
## 188                NA           0.0520         0.057000             4.00
## 189                NA           0.0400         0.035000             4.00
## 190            30.870           0.2500         0.280000             4.00
## 191            30.870           0.2900         0.270000             4.00
## 192            30.870           0.3000         0.300000             4.00
## 193            30.870           0.2800         0.290000             4.00
## 194                NA               NA               NA            15.00
## 195                NA               NA               NA            15.00
## 196                NA               NA               NA            15.00
## 197                NA               NA               NA            15.00
## 198                NA               NA               NA            15.00
## 199                NA               NA               NA            15.00
## 200                NA               NA               NA            10.00
## 201                NA               NA               NA            10.00
## 202                NA               NA               NA            10.00
## 203                NA               NA               NA            10.00
## 204                NA               NA               NA            10.00
## 205                NA               NA               NA            10.00
## 206                NA               NA               NA            10.00
## 207                NA               NA               NA            10.00
## 208                NA               NA               NA            10.00
## 209                NA               NA               NA            10.00
## 210                NA           0.0455         0.036000            10.00
## 211                NA           0.0695         0.056000            10.00
## 212                NA           0.1050         0.092000            10.00
## 213                NA           0.0415         0.030000            10.00
## 214                NA           0.0525         0.044000            10.00
## 215                NA           0.0700         0.060000            10.00
## 216                NA           2.6400         2.970000            10.00
## 217                NA           1.7600         1.820000            10.00
## 218                NA           2.4200         2.490000            10.00
## 219                NA           2.5400         2.550000            10.00
## 220                NA           1.7900         1.520000            10.00
## 221                NA           2.2300         2.310000            10.00
## 222            30.870           0.3070         0.322330             2.00
## 223            30.870           0.2430         0.180650             2.00
## 224            30.870           0.3270         0.249350             2.00
## 225            30.870           0.2650         0.249350             2.00
## 226                NA               NA               NA            20.00
## 227                NA               NA               NA            20.00
## 228                NA               NA               NA            20.00
## 229                NA               NA               NA            20.00
## 230                NA               NA               NA            20.00
## 231                NA               NA               NA            20.00
## 232                NA               NA               NA            20.00
## 233                NA               NA               NA            20.00
## 234                NA               NA               NA            20.00
## 235                NA               NA               NA            20.00
## 236                NA               NA               NA            20.00
## 237                NA               NA               NA            20.00
## 238                NA               NA               NA            20.00
## 239                NA               NA               NA            20.00
## 240                NA               NA               NA            20.00
## 241                NA               NA               NA            20.00
## 242                NA               NA               NA            20.00
## 243                NA               NA               NA            20.00
## 244                NA               NA               NA            20.00
## 245                NA               NA               NA            20.00
## 246                NA               NA               NA            20.00
## 247                NA               NA               NA            20.00
## 248                NA               NA               NA            20.00
## 249                NA               NA               NA            20.00
## 250                NA               NA               NA            20.00
## 251                NA               NA               NA            20.00
## 252                NA               NA               NA            20.00
## 253                NA               NA               NA            20.00
## 254                NA               NA               NA            20.00
## 255                NA               NA               NA            20.00
## 256                NA               NA               NA            20.00
## 257                NA               NA               NA            20.00
## 258                NA               NA               NA            20.00
## 259            14.270               NA               NA            23.00
## 260            14.270               NA               NA            23.00
## 261            14.270               NA               NA            23.00
## 262            14.270               NA               NA            23.00
## 263            14.270               NA               NA            23.00
## 264                NA               NA               NA            10.00
## 265                NA               NA               NA            10.00
## 266                NA               NA               NA            10.00
## 267                NA               NA               NA            10.00
## 268                NA               NA               NA            10.00
## 269                NA               NA               NA            10.00
## 270                NA               NA               NA            10.00
## 271                NA               NA               NA            10.00
## 272                NA               NA               NA            10.00
## 273                NA               NA               NA            10.00
## 274                NA               NA               NA            10.00
## 275                NA               NA               NA            10.00
## 276                NA               NA               NA            10.00
## 277                NA               NA               NA            10.00
## 278                NA               NA               NA            10.00
## 279                NA               NA               NA            10.00
## 280                NA               NA               NA            10.00
## 281                NA               NA               NA            10.00
## 282                NA               NA               NA            10.00
## 283                NA               NA               NA            10.00
## 284                NA               NA               NA            10.00
## 285                NA               NA               NA            10.00
## 286                NA               NA               NA            10.00
## 287                NA               NA               NA            10.00
## 288                NA               NA               NA            10.00
## 289                NA               NA               NA            10.00
## 290                NA               NA               NA            10.00
## 291                NA               NA               NA            10.00
## 292                NA               NA               NA            10.00
## 293                NA               NA               NA            10.00
## 294                NA               NA               NA            10.00
## 295                NA               NA               NA            10.00
## 296                NA               NA               NA            10.00
## 297                NA               NA               NA            10.00
## 298                NA               NA               NA            10.00
## 299                NA               NA               NA            10.00
## 300                NA               NA               NA            10.00
## 301                NA               NA               NA            10.00
## 302                NA               NA               NA            10.00
## 303                NA               NA               NA            10.00
## 304                NA               NA               NA            10.00
## 305                NA               NA               NA            10.00
## 306                NA               NA               NA            10.00
## 307            20.250               NA               NA            10.00
## 308            16.650               NA               NA             6.00
## 309            11.100               NA               NA             6.00
## 310            20.250               NA               NA            10.00
## 311            16.650               NA               NA             6.00
## 312            11.100               NA               NA             6.00
## 313            32.375               NA               NA            10.00
## 314            35.955               NA               NA            10.00
## 315            38.630               NA               NA            10.00
## 316            32.375               NA               NA            10.00
## 317            35.955               NA               NA            10.00
## 318            38.630               NA               NA            10.00
## 319            35.667               NA               NA            10.00
## 320            35.667               NA               NA            10.00
## 321             7.400               NA               NA            10.00
## 322            15.500               NA               NA            10.00
## 323            12.800               NA               NA            10.00
## 324            13.550               NA               NA            10.00
## 325            10.800               NA               NA            10.00
## 326            18.950               NA               NA            10.00
## 327            12.167               NA               NA            10.00
## 328            10.330               NA               NA            10.00
## 329            15.767               NA               NA            10.00
## 330            14.433               NA               NA            10.00
## 331            13.175               NA               NA            10.00
## 332             7.400               NA               NA            10.00
## 333            15.500               NA               NA            10.00
## 334            12.800               NA               NA            10.00
## 335            13.550               NA               NA            10.00
## 336            10.800               NA               NA            10.00
## 337            18.950               NA               NA            10.00
## 338            12.167               NA               NA            10.00
## 339            10.330               NA               NA            10.00
## 340            15.767               NA               NA            10.00
## 341            14.433               NA               NA            10.00
## 342            13.175               NA               NA            10.00
## 343            12.700           0.7340         0.822000            15.00
## 344             9.500           0.8230         0.952000            15.00
## 345             9.000           0.8470         0.949000            15.00
## 346            10.300           0.8010         0.936000            15.00
## 347                NA               NA               NA            10.00
## 348                NA               NA               NA            10.00
## 349           101.185               NA               NA             5.00
## 350           101.185               NA               NA             5.00
## 351           101.185               NA               NA             5.00
## 352           101.185               NA               NA             5.00
## 353           101.185               NA               NA             5.00
## 354           101.185               NA               NA             5.00
## 355           101.185               NA               NA             5.00
## 356           101.185               NA               NA             5.00
## 357           101.185               NA               NA             5.00
## 358           101.185               NA               NA             5.00
## 359           101.185               NA               NA             5.00
## 360           101.185               NA               NA             5.00
## 361            20.060           0.4100         0.430000            10.00
## 362            21.760           0.6800         0.630000            10.00
## 363            10.280           0.8400         0.690000            10.00
## 364            11.883           0.6430         0.580000            10.00
## 365            20.060           0.2800         0.380000            10.00
## 366            21.760           0.4000         0.410000            10.00
## 367            10.280           0.4650         0.690000            10.00
## 368            11.883           0.3700         0.490000            10.00
## 369            20.060           0.1400         0.110000            10.00
## 370            21.760           0.1300         0.060000            10.00
## 371            10.280           0.1900         0.220000            10.00
## 372            11.883           0.1500         0.150000            10.00
## 373                NA           5.6000         4.519000             2.50
## 374                NA           5.6000         4.519000             2.50
## 375                NA           5.6000         4.519000             2.50
## 376                NA           5.6000         4.519000             2.50
## 377                NA           2.3500         2.317000             2.50
## 378                NA           2.3500         2.317000             2.50
## 379                NA           2.3500         2.317000             2.50
## 380                NA           2.3500         2.317000             2.50
## 381                NA           1.6750         3.243000             2.50
## 382                NA           1.6750         3.243000             2.50
## 383                NA           1.6750         3.243000             2.50
## 384                NA           1.5500         4.086000             2.50
## 385                NA           1.5500         4.086000             2.50
## 386                NA           1.5500         4.086000             2.50
## 387                NA           1.5500         4.086000             2.50
## 388                NA           1.4850         4.311000             2.50
## 389                NA           1.4850         4.311000             2.50
## 390                NA           1.4850         4.311000             2.50
## 391                NA           1.4850         4.311000             2.50
## 392                NA           1.5500         2.000000             2.50
## 393                NA           1.5500         2.000000             2.50
## 394                NA           1.5500         2.000000             2.50
## 395                NA           1.5500         2.000000             2.50
## 396                NA           0.5250         1.997000             2.50
## 397                NA           0.5250         1.997000             2.50
## 398                NA           0.5250         1.997000             2.50
## 399                NA           0.5250         1.997000             2.50
## 400                NA           1.0750         0.280000             2.50
## 401                NA           1.0750         0.280000             2.50
## 402                NA           1.0750         0.280000             2.50
## 403                NA           0.9500         0.280300             2.50
## 404                NA           0.9500         0.280300             2.50
## 405                NA           0.9500         0.280300             2.50
## 406                NA           0.9500         0.280300             2.50
## 407                NA           1.3000         2.934000             2.50
## 408                NA           1.3000         2.934000             2.50
## 409                NA           1.3000         2.934000             2.50
## 410                NA           1.3000         2.934000             2.50
## 411                NA           0.3350         6.995000             2.50
## 412                NA           0.3350         6.995000             2.50
## 413                NA           0.3350         6.995000             2.50
## 414                NA           0.3350         6.995000             2.50
## 415                NA           4.1500         2.403000             2.50
## 416                NA           4.1500         2.403000             2.50
## 417                NA           4.1500         2.403000             2.50
## 418                NA           4.1500         2.403000             2.50
## 419                NA           1.8500         0.252000             2.50
## 420                NA           1.8500         0.252000             2.50
## 421                NA           1.8500         0.252000             2.50
## 422                NA           1.8500         0.252000             2.50
## 423                NA           2.0000         1.974000             2.50
## 424                NA           2.0000         1.974000             2.50
## 425                NA           2.0000         1.974000             2.50
## 426                NA           0.8850         3.221000             2.50
## 427                NA           0.8850         3.221000             2.50
## 428                NA           0.8850         3.221000             2.50
## 429                NA           1.6500         2.591000             2.50
## 430                NA           1.6500         2.591000             2.50
## 431                NA           1.6500         2.591000             2.50
## 432                NA           1.6500         2.591000             2.50
## 433                NA           1.3000         3.804000             2.50
## 434                NA           1.3000         3.804000             2.50
## 435                NA           1.3000         3.804000             2.50
## 436                NA           1.3000         3.804000             2.50
## 437                NA           1.4500         2.578100             2.50
## 438                NA           1.4500         2.578100             2.50
## 439                NA           1.4500         2.578100             2.50
## 440                NA           1.4500         2.578100             2.50
## 441                NA           1.3850         3.143000             2.50
## 442                NA           1.3850         3.143000             2.50
## 443                NA           1.3850         3.143000             2.50
## 444                NA           0.3350         1.548000             2.50
## 445                NA           0.3350         1.548000             2.50
## 446                NA           0.3350         1.548000             2.50
## 447                NA           1.1000         1.981000             2.50
## 448                NA           1.1000         1.981000             2.50
## 449                NA           1.1000         1.981000             2.50
## 450                NA           1.1000         1.981000             2.50
## 451                NA           4.3000         5.956000             2.50
## 452                NA           4.3000         5.956000             2.50
## 453                NA           4.3000         5.956000             2.50
## 454                NA           4.3000         5.956000             2.50
## 455                NA           3.9000         2.804000             2.50
## 456                NA           3.9000         2.804000             2.50
## 457                NA           3.9000         2.804000             2.50
## 458                NA           3.9000         2.804000             2.50
## 459                NA           2.8750         2.950000             2.50
## 460                NA           2.8750         2.950000             2.50
## 461                NA           2.8750         2.950000             2.50
## 462                NA           2.8750         2.950000             2.50
## 463                NA           3.4500         2.936000             2.50
## 464                NA           3.4500         2.936000             2.50
## 465                NA           3.4500         2.936000             2.50
## 466                NA           3.4500         2.936000             2.50
## 467                NA           3.4500         2.936000             2.50
## 468                NA           3.4500         2.936000             2.50
## 469                NA           3.4500         2.936000             2.50
## 470                NA           3.4500         2.936000             2.50
## 471                NA           3.4500         2.936000             2.50
## 472                NA           3.4500         2.936000             2.50
## 473                NA           3.4500         2.936000             2.50
## 474                NA           3.4500         2.936000             2.50
## 475                NA           3.4500         2.936000             2.50
## 476                NA           3.4500         2.936000             2.50
## 477                NA           3.4500         2.936000             2.50
## 478                NA           3.4500         2.936000             2.50
## 479                NA           1.8300         4.365000             2.50
## 480                NA           1.8300         4.365000             2.50
## 481                NA           1.8300         4.365000             2.50
## 482                NA           1.8300         4.365000             2.50
## 483                NA           1.8300         4.365000             2.50
## 484                NA           1.8300         4.365000             2.50
## 485                NA           1.8300         4.365000             2.50
## 486                NA           1.8300         4.365000             2.50
## 487                NA           1.8300         4.365000             2.50
## 488                NA           1.8300         4.365000             2.50
## 489                NA           1.8300         4.365000             2.50
## 490                NA           1.8300         4.365000             2.50
## 491                NA           1.8300         4.365000             2.50
## 492                NA           1.8300         4.365000             2.50
## 493                NA           1.8300         4.365000             2.50
## 494                NA           1.8300         4.365000             2.50
## 495                NA           1.8300         4.365000             2.50
## 496                NA           1.8300         4.365000             2.50
## 497                NA           1.8300         4.365000             2.50
## 498                NA           1.8300         4.365000             2.50
## 499                NA           1.8300         4.365000             2.50
## 500                NA           1.8300         4.365000             2.50
## 501                NA           1.8300         4.365000             2.50
## 502                NA           1.8300         4.365000             2.50
## 503                NA           1.8300         4.365000             2.50
## 504                NA           1.8300         4.365000             2.50
## 505                NA           1.8300         4.365000             2.50
## 506                NA           1.8300         4.365000             2.50
## 507                NA           1.8300         4.365000             2.50
## 508                NA           1.8300         4.365000             2.50
## 509                NA           1.8300         4.365000             2.50
## 510                NA           1.8300         4.365000             2.50
## 511                NA           2.2100         2.858000             2.50
## 512                NA           2.2100         2.858000             2.50
## 513                NA           2.2100         2.858000             2.50
## 514                NA           2.2100         2.858000             2.50
## 515                NA               NA               NA             1.20
## 516                NA               NA               NA             1.20
## 517                NA               NA               NA             1.20
## 518                NA               NA               NA             1.20
## 519                NA               NA               NA             1.20
## 520                NA               NA               NA             1.20
## 521                NA               NA               NA             1.20
## 522                NA               NA               NA             1.20
## 523                NA               NA               NA             1.20
## 524                NA               NA               NA             1.20
## 525                NA               NA               NA             1.20
## 526                NA               NA               NA             1.20
## 527                NA               NA               NA             1.20
## 528                NA               NA               NA             1.20
## 529                NA               NA               NA             1.20
## 530                NA               NA               NA             1.20
## 531                NA               NA               NA             1.20
## 532                NA               NA               NA             1.20
## 533                NA               NA               NA             1.20
## 534                NA               NA               NA             1.20
## 535                NA               NA               NA             1.20
## 536                NA               NA               NA             1.20
## 537                NA               NA               NA             1.20
## 538                NA               NA               NA             1.20
## 539            44.600               NA               NA             3.00
## 540            44.600               NA               NA             3.00
## 541            44.600               NA               NA             3.00
## 542            38.000               NA               NA             3.00
## 543            36.300               NA               NA             4.00
## 544            36.300               NA               NA             4.00
## 545            36.300               NA               NA             4.00
## 546            36.300               NA               NA             4.00
## 547            36.300               NA               NA             4.00
## 548            36.300               NA               NA             4.00
## 549            36.300               NA               NA             4.00
## 550            36.300               NA               NA             4.00
## 551            36.300               NA               NA             4.00
## 552            44.200               NA               NA             4.00
## 553            44.200               NA               NA             4.00
## 554            44.200               NA               NA             4.00
## 555            44.200               NA               NA             4.00
## 556            44.200               NA               NA             4.00
## 557            44.200               NA               NA             4.00
## 558            44.200               NA               NA             4.00
## 559            44.200               NA               NA             4.00
## 560            44.200               NA               NA             4.00
## 561            36.300               NA               NA             4.00
## 562            36.300               NA               NA             4.00
## 563            36.300               NA               NA             4.00
## 564            36.300               NA               NA             4.00
## 565            36.300               NA               NA             4.00
## 566            36.300               NA               NA             4.00
## 567            36.300               NA               NA             4.00
## 568            36.300               NA               NA             4.00
## 569            36.300               NA               NA             4.00
## 570            44.200               NA               NA             4.00
## 571            44.200               NA               NA             4.00
## 572            44.200               NA               NA             4.00
## 573            44.200               NA               NA             4.00
## 574            44.200               NA               NA             4.00
## 575            44.200               NA               NA             4.00
## 576            44.200               NA               NA             4.00
## 577            44.200               NA               NA             4.00
## 578            44.200               NA               NA             4.00
## 579            58.667               NA               NA             4.00
## 580            24.330               NA               NA             4.00
## 581                NA               NA               NA             5.00
## 582                NA               NA               NA             5.00
## 583                NA               NA               NA             5.00
## 584                NA               NA               NA             5.00
## 585                NA               NA               NA             5.00
## 586            12.800           1.5184         2.215200            20.00
## 587            12.600           1.1752         0.951600            20.00
## 588            12.500           0.5564         0.478400            20.00
## 589            10.300           0.9828         1.081600            20.00
## 590             7.750           1.5496         2.397200            20.00
## 591            11.070           1.0088         1.305200            20.00
## 592            10.870           0.7436         0.670800            20.00
## 593            11.167           1.2220         1.133600            20.00
## 594            11.033           1.1700         1.341600            20.00
## 595             9.267           1.2012         1.170000            20.00
## 596            11.375           0.9412         1.045200            20.00
## 597            10.275           1.2116         1.669200            20.00
## 598            11.450           1.0816         1.123200            20.00
## 599            10.175           1.3520         1.632800            20.00
## 600            10.125           0.9516         1.040000            20.00
## 601                NA               NA               NA            12.00
## 602                NA               NA               NA             4.00
## 603                NA               NA               NA             4.00
## 604                NA               NA               NA             4.00
## 605                NA               NA               NA             4.00
## 606                NA               NA               NA             4.00
## 607                NA               NA               NA             4.00
## 608                NA               NA               NA             4.00
## 609                NA               NA               NA             4.00
## 610                NA               NA               NA             4.00
## 611                NA               NA               NA             4.00
## 612                NA               NA               NA             4.00
## 613                NA               NA               NA             4.00
## 614                NA               NA               NA             4.00
## 615                NA               NA               NA             4.00
## 616                NA               NA               NA             4.00
## 617                NA               NA               NA             4.00
## 618                NA               NA               NA             4.00
## 619                NA               NA               NA             4.00
## 620                NA               NA               NA             4.00
## 621                NA               NA               NA             4.00
## 622                NA               NA               NA             4.00
## 623                NA               NA               NA             4.00
## 624                NA               NA               NA             4.00
## 625                NA               NA               NA             4.00
## 626                NA               NA               NA             4.00
## 627                NA               NA               NA             4.00
## 628                NA               NA               NA             4.00
## 629                NA               NA               NA             4.00
## 630                NA               NA               NA             4.00
## 631                NA               NA               NA             4.00
## 632                NA               NA               NA             4.00
## 633                NA               NA               NA             4.00
## 634                NA               NA               NA             4.00
## 635                NA               NA               NA             4.00
## 636                NA               NA               NA             4.00
## 637                NA               NA               NA             4.00
## 638                NA               NA               NA             4.00
## 639                NA               NA               NA             4.00
## 640                NA               NA               NA             4.00
## 641                NA               NA               NA             4.00
## 642                NA               NA               NA             4.00
## 643                NA               NA               NA             4.00
## 644                NA               NA               NA             4.00
## 645                NA               NA               NA             4.00
## 646                NA               NA               NA             4.00
## 647                NA               NA               NA             4.00
## 648                NA               NA               NA             4.00
## 649                NA               NA               NA             4.00
## 650                NA               NA               NA            16.00
## 651                NA               NA               NA            16.00
## 652                NA               NA               NA            16.00
## 653                NA               NA               NA            16.00
## 654                NA               NA               NA            16.00
## 655                NA               NA               NA            16.00
## 656                NA               NA               NA            16.00
## 657                NA               NA               NA            16.00
## 658                NA               NA               NA            16.00
## 659                NA               NA               NA            16.00
## 660                NA               NA               NA            16.00
## 661                NA               NA               NA            16.00
## 662                NA               NA               NA            16.00
## 663                NA               NA               NA            16.00
## 664                NA               NA               NA            16.00
## 665                NA               NA               NA            10.00
## 666                NA               NA               NA            10.00
## 667                NA               NA               NA            10.00
## 668                NA               NA               NA            10.00
## 669                NA               NA               NA            10.00
## 670            15.310           0.1480         0.164876            12.00
## 671             8.350           0.1145         0.159559            12.00
## 672             7.365           0.1945         0.236296            12.00
## 673             6.735           0.0985         0.140456            12.00
## 674             5.750           0.1785         0.196548            12.00
## 675             6.445           0.1450         0.122941            12.00
## 676             7.387           0.1513         0.176385            12.00
## 677             6.920           0.1737         0.231947            12.00
## 678             7.580           0.1203         0.146165            12.00
## 679             6.310           0.1407         0.167318            12.00
## 680             7.050           0.1465         0.127592            12.00
## 681                NA               NA               NA            10.00
## 682                NA               NA               NA            10.00
## 683                NA               NA               NA            10.00
## 684                NA               NA               NA            10.00
## 685                NA               NA               NA            10.00
## 686                NA               NA               NA            10.00
## 687                NA               NA               NA            27.00
## 688                NA               NA               NA            27.00
## 689                NA               NA               NA            27.00
## 690                NA               NA               NA            27.00
## 691                NA               NA               NA            27.00
## 692                NA               NA               NA            27.00
## 693                NA               NA               NA            27.00
## 694                NA               NA               NA            27.00
## 695                NA               NA               NA            27.00
## 696                NA               NA               NA            27.00
## 697                NA               NA               NA            27.00
## 698                NA               NA               NA            27.00
## 699                NA               NA               NA            27.00
## 700                NA               NA               NA            27.00
## 701                NA               NA               NA            27.00
## 702                NA               NA               NA            27.00
## 703                NA               NA               NA            27.00
## 704                NA               NA               NA            27.00
## 705                NA               NA               NA            27.00
## 706                NA               NA               NA            27.00
## 707                NA               NA               NA            27.00
## 708                NA               NA               NA            27.00
## 709                NA               NA               NA            27.00
## 710                NA               NA               NA            27.00
## 711                NA               NA               NA            27.00
## 712                NA               NA               NA            27.00
## 713                NA               NA               NA            27.00
## 714                NA               NA               NA            10.00
## 715                NA               NA               NA            10.00
## 716                NA               NA               NA            10.00
## 717                NA               NA               NA             5.00
## 718                NA               NA               NA             5.00
## 719                NA               NA               NA             5.00
## 720                NA               NA               NA             5.00
## 721                NA               NA               NA             5.00
## 722                NA               NA               NA             5.00
## 723                NA               NA               NA             5.00
## 724                NA               NA               NA             5.00
## 725                NA               NA               NA             5.00
## 726                NA               NA               NA             5.00
## 727                NA               NA               NA             5.00
## 728                NA               NA               NA             5.00
## 729                NA               NA               NA             5.00
## 730                NA               NA               NA             5.00
## 731                NA               NA               NA             5.00
## 732                NA               NA               NA             5.00
## 733                NA               NA               NA             5.00
## 734                NA               NA               NA             5.00
## 735                NA               NA               NA             5.00
## 736                NA               NA               NA             5.00
## 737                NA               NA               NA             4.00
## 738                NA               NA               NA             4.00
## 739                NA               NA               NA             4.00
## 740                NA               NA               NA             4.00
## 741                NA               NA               NA             4.00
## 742                NA               NA               NA             4.00
## 743                NA               NA               NA             4.00
## 744                NA               NA               NA             4.00
## 745                NA               NA               NA             4.00
## 746                NA               NA               NA             4.00
## 747                NA               NA               NA             4.00
## 748                NA               NA               NA             4.00
## 749                NA               NA               NA             4.00
## 750                NA               NA               NA             4.00
## 751                NA               NA               NA             4.00
## 752                NA               NA               NA             4.00
## 753                NA               NA               NA             4.00
## 754                NA               NA               NA             4.00
## 755                NA               NA               NA             4.00
## 756                NA               NA               NA             4.00
## 757                NA               NA               NA             4.00
## 758                NA               NA               NA             4.00
## 759                NA               NA               NA             4.00
## 760                NA               NA               NA             4.00
## 761                NA               NA               NA             4.00
## 762                NA               NA               NA             4.00
## 763                NA               NA               NA             4.00
## 764            48.607               NA               NA             7.00
## 765            48.607               NA               NA             7.00
## 766            42.630               NA               NA             3.50
## 767            42.630               NA               NA             3.50
## 768                NA               NA               NA            10.00
## 769                NA               NA               NA            10.00
## 770                NA               NA               NA            10.00
## 771                NA               NA               NA            10.00
## 772                NA               NA               NA            10.00
## 773                NA               NA               NA            10.00
## 774                NA               NA               NA            10.00
## 775                NA               NA               NA            10.00
## 776                NA               NA               NA            10.00
## 777                NA               NA               NA            10.00
## 778                NA               NA               NA             1.00
## 779                NA               NA               NA             1.00
## 780                NA               NA               NA             1.00
## 781                NA               NA               NA             1.00
## 782                NA               NA               NA             1.00
## 783                NA               NA               NA             1.00
## 784                NA               NA               NA             1.00
## 785                NA               NA               NA             1.00
## 786                NA               NA               NA             1.00
## 787                NA               NA               NA             1.00
## 788                NA               NA               NA             1.00
## 789                NA               NA               NA             1.00
## 790                NA               NA               NA             1.00
## 791                NA               NA               NA             1.00
## 792                NA               NA               NA             1.00
## 793                NA               NA               NA             1.00
## 794                NA               NA               NA             1.00
## 795                NA               NA               NA             1.00
## 796                NA               NA               NA             1.00
## 797                NA               NA               NA             1.00
## 798                NA               NA               NA             1.00
## 799                NA               NA               NA             1.00
## 800                NA               NA               NA             1.00
## 801                NA               NA               NA             1.00
## 802                NA               NA               NA             1.00
## 803                NA               NA               NA             1.00
## 804                NA               NA               NA            10.00
## 805                NA               NA               NA            10.00
## 806                NA               NA               NA            10.00
## 807                NA               NA               NA            10.00
## 808                NA               NA               NA            10.00
## 809                NA               NA               NA            10.00
## 810                NA               NA               NA            10.00
## 811                NA               NA               NA            10.00
## 812                NA               NA               NA            10.00
## 813                NA               NA               NA            10.00
## 814                NA               NA               NA            10.00
## 815                NA               NA               NA            10.00
## 816            32.900               NA               NA            18.00
## 817            44.050               NA               NA            18.00
## 818            40.750               NA               NA            18.00
## 819            39.450               NA               NA            18.00
## 820            36.150               NA               NA            18.00
## 821            47.300               NA               NA            18.00
## 822            38.800               NA               NA            18.00
## 823            36.600               NA               NA            18.00
## 824            44.033               NA               NA            18.00
## 825            40.960               NA               NA            18.00
## 826            40.100               NA               NA            18.00
## 827            32.900               NA               NA            18.00
## 828            44.050               NA               NA            18.00
## 829            40.750               NA               NA            18.00
## 830            39.450               NA               NA            18.00
## 831            36.150               NA               NA            18.00
## 832            47.300               NA               NA            18.00
## 833            38.800               NA               NA            18.00
## 834            36.600               NA               NA            18.00
## 835            44.033               NA               NA            18.00
## 836            40.960               NA               NA            18.00
## 837            40.100               NA               NA            18.00
## 838            32.900               NA               NA            18.00
## 839            44.050               NA               NA            18.00
## 840            40.750               NA               NA            18.00
## 841            39.450               NA               NA            18.00
## 842            36.150               NA               NA            18.00
## 843            47.300               NA               NA            18.00
## 844            38.800               NA               NA            18.00
## 845            36.600               NA               NA            18.00
## 846            44.033               NA               NA            18.00
## 847            40.960               NA               NA            18.00
## 848            40.100               NA               NA            18.00
## 849            32.900               NA               NA            18.00
## 850            44.050               NA               NA            18.00
## 851            40.750               NA               NA            18.00
## 852            39.450               NA               NA            18.00
## 853            36.150               NA               NA            18.00
## 854            47.300               NA               NA            18.00
## 855            38.800               NA               NA            18.00
## 856            36.600               NA               NA            18.00
## 857            44.033               NA               NA            18.00
## 858            40.960               NA               NA            18.00
## 859            40.100               NA               NA            18.00
## 860                NA               NA               NA            15.00
## 861                NA               NA               NA            15.00
## 862                NA               NA               NA            15.00
## 863                NA               NA               NA            15.00
## 864                NA               NA               NA            15.00
## 865                NA               NA               NA            15.00
## 866                NA               NA               NA            15.00
## 867                NA               NA               NA            15.00
##     Final_weight_g m_expected  sd_expected m_observed  sd_observed obs_per_day
## 1        6.7504000 14.2750000  2.253330868  15.620000  1.620000000 0.085355191
## 2        5.8368000 25.9100000  2.425118554  27.040000  0.800000000 0.147759563
## 3        6.0608000 23.0400000  4.425144065  24.240000  2.420000000 0.132459016
## 4        6.4896000 18.3900000  3.993269337  18.880000  2.670000000 0.077695473
## 5        5.3024000 33.1100000  5.030377719  33.720000  4.240000000 0.138765432
## 6        5.8208000 26.9800000  3.919528033  27.240000  2.570000000 0.112098765
## 7        5.5400000 29.0050000  4.335666039  30.750000  3.280000000 0.101151316
## 8        4.1536000 45.3000000  3.903613710  48.080000  4.430000000 0.158157895
## 9        4.7040000 38.1660000  4.238513891  41.200000  1.490000000 0.135526316
## 10       5.2856000 31.5600000  3.487491935  33.930000  5.020000000 0.092958904
## 11       4.0360000 47.6900000  3.849909090  49.550000  5.140000000 0.135753425
## 12       4.4032000 40.2700000  3.631060451  44.960000  6.250000000 0.123178082
## 13       7.0168000 10.7200000  1.061649660  12.290000  2.420000000 0.067158470
## 14       6.3440000 15.6000000  2.615167299  20.700000  2.740000000 0.113114754
## 15       6.6832000 13.6800000  2.613331207  16.460000  1.270000000 0.089945355
## 16       6.7064000 16.8200000  3.819358585  16.170000  3.380000000 0.066543210
## 17       5.3792000 25.0550000  4.404316065  32.760000  5.140000000 0.134814815
## 18       5.6808000 22.0900000  3.825480362  28.990000  3.110000000 0.119300412
## 19       5.5240000 29.1250000  5.067780579  30.950000  2.350000000 0.101809211
## 20       3.6408000 41.8400000  6.699634318  54.490000  5.950000000 0.179243421
## 21       4.4368000 36.6860000  3.667724090  44.540000  5.660000000 0.146513158
## 22       4.7640000 38.8550000  3.215493741  40.450000  3.600000000 0.110821918
## 23       3.3776000 53.2700000  4.226795476  57.780000  7.540000000 0.158301370
## 24       3.8088000 46.9100000  5.958288345  52.390000  4.650000000 0.143534247
## 25       8.5881000 11.0130000  2.130000000  14.119000  2.130000000 0.078438889
## 26       7.3798000 25.1690000  0.710000000  26.202000  0.710000000 0.097044444
## 27       6.2721000 36.8415000  0.300000000  37.279000  0.300000000 0.103552778
## 28       5.1012000 44.6835000  2.950000000  48.988000  2.950000000 0.108862222
## 29       4.9924000 47.9455000  1.460000000  50.076000  1.460000000 0.079485714
## 30       4.2451000 53.5175000  2.760000000  57.549000  2.760000000 0.079929167
## 31       8.6738000 10.0590000  2.200000000  13.262000  2.200000000 0.073677778
## 32       7.2854000 21.8960000  3.600000000  27.146000  3.600000000 0.100540741
## 33       6.0772000 32.4450000  4.650000000  39.228000  4.650000000 0.108966667
## 34       5.5670000 38.9125000  3.720000000  44.330000  3.720000000 0.098511111
## 35       5.2294000 44.3595000  2.290000000  47.706000  2.290000000 0.075723810
## 36       4.6022000 50.5630000  2.340000000  53.978000  2.340000000 0.074969444
## 37       8.8881000 11.3560000  0.160000000  11.119000  0.160000000 0.061772222
## 38       7.3898000 21.8970000  2.880000000  26.102000  2.880000000 0.096674074
## 39       6.4791000 34.0370000  1.850000000  35.209000  1.850000000 0.097802778
## 40       5.9801000 40.3315000  0.090000000  40.199000  0.090000000 0.089331111
## 41       5.8435000 43.8040000  1.540000000  41.565000  1.540000000 0.065976190
## 42       5.0377000 49.5255000  0.070000000  49.623000  0.070000000 0.068920833
## 43       9.0500000 13.3500000  1.319090596   9.500000  3.180000000 0.051912568
## 44       8.1500000 19.4500000  3.481379037  18.500000  3.180000000 0.076131687
## 45       7.0100000 33.6000000  5.545268253  29.900000  5.630000000 0.098355263
## 46       4.7700000 47.9500000  6.408587988  52.300000  3.670000000 0.143287671
## 47       9.6100000  7.3500000  1.479864859   3.900000  0.730000000 0.021311475
## 48       9.2400000 13.6500000  4.689349635   7.600000  1.470000000 0.031275720
## 49       8.2200000 28.6500000  2.944486373  17.800000  7.840000000 0.058552632
## 50       6.6700000 39.0500000  6.572670690  33.300000  3.430000000 0.091232877
## 51       9.0900000  8.4000000  1.161895004   9.100000  3.180000000 0.049726776
## 52       8.7900000 14.0000000  4.343961326  12.100000  2.200000000 0.049794239
## 53       8.0000000 23.8500000  1.479864859  20.000000  5.390000000 0.065789474
## 54       6.5400000 32.4500000  3.327160952  34.600000  4.160000000 0.094794521
## 55       9.1300000 11.8000000  1.539480432   8.700000  2.690000000 0.047540984
## 56       8.4000000 19.8500000  5.135172831  16.000000  4.160000000 0.065843621
## 57       6.9900000 32.3000000  4.345687518  30.100000  4.900000000 0.099013158
## 58       5.8900000 44.3250000  6.584071689  41.100000  6.370000000 0.112602740
## 59       4.4800000 43.0000000  8.630758947  44.000000  8.310000000 0.120547945
## 60       4.3200000 45.0000000  8.847033401  46.000000  5.200000000 0.063013699
## 61       4.7900000 34.6600000  0.750000000  38.050000  0.750000000 0.240822785
## 62       5.2500000 32.0400000  0.340000000  30.500000  0.340000000 0.193037975
## 63       4.8800000 36.9300000  0.900000000  32.890000  0.900000000 0.208164557
## 64       5.0200000 34.7900000  1.030000000  30.160000  1.030000000 0.190886076
## 65       4.6700000 39.7800000  1.160000000  34.550000  1.160000000 0.218670886
## 66       5.3100000 31.1200000  0.770000000  27.670000  0.770000000 0.175126582
## 67       5.3200000 30.9900000  0.020000000  30.920000  0.020000000 0.195696203
## 68       5.6200000 27.6000000  0.340000000  29.150000  0.340000000 0.184493671
## 69       4.6200000 40.3300000  1.330000000  34.330000  1.330000000 0.217278481
## 70       4.5000000 41.9800000  2.090000000  32.550000  2.090000000 0.206012658
## 71       4.9400000 36.1600000  0.830000000  32.440000  0.830000000 0.205316456
## 72       5.1500000 33.0700000  0.420000000  31.160000  0.420000000 0.197215190
## 73       5.0100000 35.2100000  0.170000000  35.990000  0.170000000 0.227784810
## 74       5.1100000 33.8100000  0.460000000  31.740000  0.460000000 0.200886076
## 75       4.6300000 40.2500000  1.920000000  31.600000  1.920000000 0.200000000
## 76       5.0800000 34.4500000  0.320000000  32.980000  0.320000000 0.208734177
## 77       3.3700000 56.3600000  0.970000000  52.010000  0.970000000 0.329177215
## 78       3.4900000 54.5400000  0.140000000  55.160000  0.140000000 0.349113924
## 79       3.4900000 54.9900000  2.340000000  44.450000  2.340000000 0.281329114
## 80       3.7500000 51.4300000  0.540000000  48.970000  0.540000000 0.309936709
## 81       4.9400000 36.0400000  0.220000000  35.070000  0.220000000 0.221962025
## 82       3.3100000 57.0500000  3.180000000  42.730000  3.180000000 0.270443038
## 83       3.6200000 53.3300000  1.700000000  45.660000  1.700000000 0.288987342
## 84       2.5300000 67.5800000  3.170000000  53.320000  3.170000000 0.337468354
## 85       3.2200000 58.4600000  2.420000000  47.550000  2.420000000 0.300949367
## 86       3.6300000 52.8700000  2.790000000  40.290000  2.790000000 0.255000000
## 87       3.6900000 52.5800000  1.740000000  44.750000  1.740000000 0.283227848
## 88       3.0700000 60.3700000  3.590000000  44.190000  3.590000000 0.279683544
## 89       9.0933000 16.0600000  4.040000000   9.067000  4.040000000 0.148639344
## 90       7.8189000 22.3390000  0.310000000  21.811000  0.310000000 0.119185792
## 91       6.4178000 29.7485000  3.510000000  35.822000  3.510000000 0.098142466
## 92       3.8270000 10.0000000  0.220000000  11.000000  0.220000000 0.120879121
## 93       3.9130000 11.0000000  0.440000000   9.000000  0.440000000 0.049450549
## 94       3.5260000 16.0000000  0.440000000  18.000000  0.440000000 0.065693431
## 95       3.2680000 22.0000000  0.440000000  24.000000  0.440000000 0.065753425
## 96       2.3650000 41.0000000  0.880000000  45.000000  0.880000000 0.061643836
## 97       1.5500000 63.0000000  0.440000000  65.000000  0.440000000 0.059360731
## 98       6.7740800 14.0000000  8.915560050  15.000000  9.560000000 0.081967213
## 99       5.3573600 31.0000000 10.339690810  33.000000  9.740000000 0.090410959
## 100      5.1852000 36.0000000  9.331407611  35.000000  8.900000000 0.063868613
## 101      4.6481600 45.0000000 16.160276200  42.000000 10.470000000 0.057534247
## 102      5.8654400 25.0000000 12.263430640  27.000000 16.150000000 0.147540984
## 103      4.0845600 47.0000000 14.051489420  49.000000 12.280000000 0.134246575
## 104      3.8647200 52.0000000 10.133824300  52.000000 11.680000000 0.094890511
## 105      2.7296000 59.0000000 16.782531630  66.000000 13.300000000 0.090410959
## 106      6.0880800 20.0000000 10.925644880  24.000000  1.790000000 0.131147541
## 107      4.4082400 40.0000000 13.421720160  45.000000 12.540000000 0.123287671
## 108      4.3343200 45.0000000  9.789940245  46.000000 10.770000000 0.083941606
## 109      3.7807200 52.0000000 14.568010500  53.000000 10.320000000 0.072602740
## 110      7.0000000 11.0000000  8.180316803  13.000000  7.500000000 0.071038251
## 111      5.0370400 37.0000000 13.162076890  37.000000  8.200000000 0.101369863
## 112      4.9075200 40.0000000  8.441123800  39.000000  6.430000000 0.071167883
## 113      3.7606400 51.0000000 10.665675790  53.000000 14.620000000 0.072602740
## 114      6.4641600 15.0000000  9.401414308  19.000000  6.860000000 0.103825137
## 115      3.4524000 49.0000000 17.134437600  57.000000  6.730000000 0.156164384
## 116      3.3781600 53.0000000  9.431921119  58.000000  9.010000000 0.105839416
## 117      2.3944000 70.0000000 11.714608320  70.000000  6.410000000 0.095890411
## 118      6.6796000 13.0000000  8.545317080  17.000000  4.040000000 0.092896175
## 119      4.1497600 43.0000000 14.978760960  48.000000  7.840000000 0.131506849
## 120      4.0759200 46.0000000  8.725767932  49.000000  8.980000000 0.089416058
## 121      3.2452000 61.0000000 10.637789240  59.000000 13.460000000 0.080821918
## 122      1.0220000  2.5212000  0.330000000   3.006000  0.330000000 0.033400000
## 123      1.0220000  5.9278000  2.040000000   8.908000  2.040000000 0.074233333
## 124      1.0220000 44.0700000  3.400000000  49.035000  3.400000000 0.272416667
## 125      1.0220000 71.8206000  6.350000000  62.558000  6.350000000 0.260658333
## 126      1.0220000 74.5612000  7.240000000  85.123000  7.240000000 0.283743333
## 127      0.7000000  4.8600000  6.120000000  13.783000  6.120000000 0.153144444
## 128      0.7000000  9.5035000  0.210000000   9.196000  0.210000000 0.076633333
## 129      0.7000000 53.6310000  8.050000000  65.370000  8.050000000 0.363166667
## 130      0.7000000 79.4400000  4.580000000  86.113000  4.580000000 0.358804167
## 131      0.7000000 83.3200000  2.220000000  86.551000  2.220000000 0.288503333
## 132      0.5220000  7.1988000  1.550000000   9.453000  1.550000000 0.105033333
## 133      0.5220000 13.0792000  3.520000000  18.217000  3.520000000 0.151808333
## 134      0.5220000 63.1920000  7.460000000  74.074000  7.460000000 0.411522222
## 135      0.5220000 87.0594000  6.180000000  96.079000  6.180000000 0.400329167
## 136      0.5220000 92.0788000  4.480000000  98.613000  4.480000000 0.328710000
## 137      1.4460000 51.8000000  2.771281292  53.100000  2.770000000 0.140476190
## 138      1.8720000 39.8000000  4.156921938  37.600000  1.040000000 0.099470899
## 139      1.6680000 45.3000000  3.117691454  44.400000  1.910000000 0.117460317
## 140      2.8510000 18.3230000  1.169134295  21.316000  0.960000000 0.169174603
## 141      2.8510000 40.3950000 13.449374520  54.192000  8.580000000 0.163722054
## 142      2.8510000 48.9560000 10.889403430  60.012000  5.380000000 0.119545817
## 143      2.8510000 61.0720000  8.627345073  70.201000  7.920000000 0.096962707
## 144      3.6600000 19.3680000  5.230793439  20.452000  2.270000000 0.162317460
## 145      3.6600000 42.4570000 12.836228530  47.936000  6.370000000 0.144821752
## 146      3.6600000 48.0900000 10.364592030  52.848000  3.180000000 0.105274900
## 147      3.6600000 61.3990000  1.233220175  61.697000 11.440000000 0.085216851
## 148      3.8300000 15.2230000  7.747463262  16.010000  1.070000000 0.127063492
## 149      3.8300000 35.3260000  6.450157207  42.780000  5.010000000 0.129244713
## 150      3.8300000 37.5340000 11.824710860  47.769000 13.120000000 0.095157371
## 151      3.8300000 44.6170000  8.649861733  72.078000  7.180000000 0.099555249
## 152      0.6000000 44.3770000  3.145210963  40.015000  5.410000000 0.109630137
## 153      0.6200000 39.4910000  3.430882102  38.507000 10.350000000 0.105498630
## 154      0.5600000 56.1670000  6.112231017  44.402000  3.380000000 0.121649315
## 155      0.5700000 48.4100000  2.664378352  42.245000  3.490000000 0.115739726
## 156      0.4300000 53.0450000  6.188598549  53.376000  6.170000000 0.146235616
## 157      0.5300000 47.5290000  2.415476765  45.774000  4.680000000 0.125408219
## 158      0.5400000 42.5730000  3.238549058  45.089000  2.090000000 0.123531507
## 159      0.4900000 59.0390000  4.488713847  50.143000  2.400000000 0.137378082
## 160      0.5400000 51.1470000  2.851054542  45.327000  2.740000000 0.124183562
## 161      0.4800000 55.7530000  3.116926691  51.362000  2.400000000 0.140717808
## 162      0.5500000 53.6910000  5.043085563  43.153000  6.140000000 0.118227397
## 163      0.6200000 44.8840000  0.282842712  37.179000  5.510000000 0.101860274
## 164      0.6000000 55.2660000  4.358606199  50.008000  3.610000000 0.068504110
## 165      0.6200000 54.9370000  2.282540690  54.582000  2.380000000 0.074769863
## 166      0.5600000 65.5360000  4.338807209  54.767000  1.780000000 0.075023288
## 167      0.5700000 62.4190000  1.402899854  56.373000  3.260000000 0.077223288
## 168      0.4300000 70.8560000  5.750192345  66.420000  0.350000000 0.090986301
## 169      0.5300000 56.3610000  2.214658439  54.569000  4.550000000 0.074752055
## 170      0.5400000 56.1570000  3.592102448  53.372000  2.850000000 0.073112329
## 171      0.4900000 67.0630000  5.393810527  58.844000  1.230000000 0.080608219
## 172      0.5400000 63.4610000  1.569777054  61.648000  4.170000000 0.084449315
## 173      0.4800000 71.7220000  7.396336931  70.262000  4.310000000 0.096249315
## 174      0.5500000 57.1640000  1.518865366  51.180000  3.060000000 0.070109589
## 175      0.6200000 54.5950000  4.842267238  49.739000  4.110000000 0.068135616
## 176      5.7457200  5.1690000  1.533380579   4.238000  1.090000000 0.013670968
## 177      4.9422600 15.0150000  1.957142304  17.629000  1.750000000 0.056867742
## 178      4.5160800 25.6990000  0.815680084  24.732000  2.000000000 0.079780645
## 179      3.6251400 38.4640000  4.252314193  39.581000  2.780000000 0.127680645
## 180      5.6968800  5.9270000  0.734846923   5.052000  0.560000000 0.016296774
## 181      5.1256800 13.2890000  1.579920884  14.572000  2.220000000 0.047006452
## 182      4.5118200 22.5380000  1.849364756  24.803000  1.110000000 0.080009677
## 183      3.9725400 31.7680000  2.478883620  33.791000  3.030000000 0.109003226
## 184      3.7876732  5.3735241  0.060000000   5.308170  0.060000000 0.021064168
## 185      3.8509573  3.9915758  0.210000000   3.726068  0.210000000 0.014785985
## 186      3.8829947  2.9251321  0.010000000   2.925132  0.010000000 0.011607667
## 187      3.8139142  4.4544533  0.160000000   4.652146  0.160000000 0.018460895
## 188      3.8456435  3.5264559  0.260000000   3.858914  0.260000000 0.015313150
## 189      3.9045010  2.7238591  0.270000000   2.387476  0.270000000 0.009474112
## 190      3.0208167 22.1732459  1.820000000  24.479582  1.820000000 0.066884103
## 191      3.0512600 25.2330707  1.190000000  23.718499  1.190000000 0.064804642
## 192      2.9608383 25.9790421  0.010000000  25.979042  0.010000000 0.070980989
## 193      2.9906772 24.4795815  0.590000000  25.233071  0.590000000 0.068942816
## 194      4.3500000 19.8260000  6.229685385  18.103000  8.873000000 0.201144444
## 195      4.3500000 36.2070000  5.619238827  32.441000  8.919000000 0.270341667
## 196      4.3500000 41.3360000  6.285587085  40.086000  8.278000000 0.167025000
## 197      4.3500000 55.6030000  6.106701647  54.446000  7.423000000 0.151238889
## 198      4.3500000 65.7330000  5.862970237  63.727000  6.648000000 0.132764583
## 199      4.3500000 76.4560000  4.874628191  73.707000  4.342000000 0.122845000
## 200      7.9536000 22.1700000  2.805942266  20.464000  2.605000000 0.111825137
## 201      7.2706000 27.7080000  2.922602693  27.294000  2.607000000 0.075816667
## 202      6.7167000 34.0385000  4.347118816  32.833000  2.607000000 0.058630357
## 203      6.1077000 43.0860000  4.230121038  38.923000  4.420000000 0.053319178
## 204      5.2808000 48.1805000  4.797680794  47.192000  3.100000000 0.051295652
## 205      4.6354000 48.4350000  4.778693598  53.646000  3.340000000 0.049580407
## 206      4.3989000 55.3320000  5.606325579  56.011000  3.870000000 0.038896528
## 207      3.8671000 59.5340000  4.157180896  61.329000  3.900000000 0.033604932
## 208      3.4833000 64.0340000  4.860679222  65.167000  5.720000000 0.029961839
## 209      3.4142000 69.9700000  9.251828900  65.858000  3.800000000 0.025745895
## 210      5.9340000 45.0500000  3.827832285  40.690000  4.570000000 0.111479452
## 211      4.7700000 56.1800000  8.665665006  52.330000  7.920000000 0.143369863
## 212      5.7100000 66.9500000 18.016230180  67.060000 15.640000000 0.183726027
## 213      6.0100000 42.0100000  4.484908026  39.400000  5.390000000 0.107945205
## 214      6.6000000 48.6400000  9.629151053  44.000000 12.450000000 0.120547945
## 215      4.6700000 58.1100000 11.933830060  53.350000  6.200000000 0.146164384
## 216      0.2572213 99.4833368  0.085146932  97.427787  0.690000000 0.133829378
## 217      0.8123544 97.0113732  0.066708320  91.876456  0.180000000 0.126203923
## 218      0.4156887 99.1987398  0.085146932  95.843113  0.180000000 0.131652628
## 219      0.3914809 99.3692918  0.148660687  96.085191  0.360000000 0.131985153
## 220      1.0965637 97.1849546  0.138924440  89.034363  0.250000000 0.122299949
## 221      0.4976697 98.8295487  0.148660687  95.023303  0.110000000 0.130526515
## 222      0.7244591 45.8818193  0.045499857  63.777046  0.030000000 0.087365816
## 223      0.8347275 38.4918193  0.051628040  58.263627  0.040000000 0.079813188
## 224      0.7793072 48.0038235  0.123468850  61.034642  0.030000000 0.083609098
## 225      0.7793072 41.1395030  0.044586308  61.034642  0.040000000 0.083609098
## 226     18.0800000  8.2800000  4.870000000   9.620000  3.920000000 0.601250000
## 227     18.2000000  8.8000000  4.870000000   9.020000  3.180000000 0.563750000
## 228     18.3800000  9.0500000  4.870000000   8.090000  4.660000000 0.505625000
## 229     17.6700000 10.7800000  5.710000000  11.640000  4.620000000 0.388000000
## 230     17.2400000 11.5600000  5.710000000  13.800000  4.900000000 0.460000000
## 231     17.1800000 11.9700000  5.710000000  14.110000  4.290000000 0.470333333
## 232     16.3300000 14.5600000  4.950000000  18.340000  3.220000000 0.398695652
## 233     16.0600000 15.3900000  4.950000000  19.710000  8.890000000 0.428478261
## 234     15.9900000 16.1800000  4.950000000  20.060000  6.080000000 0.436086957
## 235     16.3300000 19.0800000  4.560000000  18.340000  7.730000000 0.300655738
## 236     15.3200000 19.5400000  4.560000000  23.380000 10.070000000 0.383278689
## 237     15.6600000 20.3800000  4.560000000  21.710000  4.160000000 0.355901639
## 238     15.2400000 22.4900000  7.320000000  23.820000  6.100000000 0.313421053
## 239     15.3300000 23.8000000  7.320000000  23.330000  8.200000000 0.306973684
## 240     13.8600000 25.0100000  7.320000000  30.700000 11.900000000 0.403947368
## 241     13.6300000 27.5400000  9.040000000  31.860000  7.190000000 0.350109890
## 242     13.0400000 28.9100000  9.040000000  34.820000  6.510000000 0.382637363
## 243     13.6800000 30.5400000  9.040000000  31.610000  8.890000000 0.347362637
## 244     13.1500000 31.0500000  7.100000000  34.250000  3.470000000 0.323113208
## 245     12.7700000 32.6300000  7.100000000  36.150000  5.240000000 0.341037736
## 246     12.3700000 34.2600000  7.100000000  38.150000  6.990000000 0.359905660
## 247     12.5300000 33.0200000  9.570000000  37.340000  7.480000000 0.306065574
## 248     12.0400000 34.6600000  9.570000000  39.820000  8.740000000 0.326393443
## 249     10.1700000 36.7700000  9.570000000  49.160000  8.760000000 0.402950820
## 250     11.6100000 44.8900000  5.330000000  41.970000  8.370000000 0.306350365
## 251     10.6900000 45.7200000  5.330000000  46.580000  7.350000000 0.340000000
## 252      9.9100000 46.6100000  5.330000000  50.440000  7.520000000 0.368175182
## 253     10.1000000 51.1600000 11.440000000  49.520000 10.160000000 0.325789474
## 254      8.6400000 52.9000000 11.440000000  56.790000  4.490000000 0.373618421
## 255      8.3900000 54.9600000 11.440000000  58.050000 12.170000000 0.381907895
## 256     10.1900000 55.4200000 11.160000000  49.040000  8.210000000 0.291904762
## 257      7.4700000 59.6600000 11.160000000  62.640000 14.620000000 0.372857143
## 258      4.2400000 63.8400000 11.160000000  78.790000 10.130000000 0.468988095
## 259      6.9920000 29.9130000  8.756486396  31.380000  7.535000000 0.980625000
## 260      6.4300000 36.8986667  3.924971592  36.783000  4.956000000 0.574734375
## 261      9.9600000 42.6310000  4.502539506  41.929000  6.416000000 0.436760417
## 262      9.1770000 50.2780000  5.916859471  53.734000  5.257000000 0.279864583
## 263      9.1770000 50.2780000  5.916859471  68.825000  8.379000000 0.190650970
## 264      9.7926000 55.7080000 20.726603950   2.074000 14.030000000 0.034000000
## 265      9.2805000  4.6785000 20.312482750   7.195000 11.950000000 0.058975410
## 266      8.8414000 10.4810000 20.434071550  11.586000 11.780000000 0.063311475
## 267      8.3047000 16.7100000 20.186955830  16.953000  9.870000000 0.069765432
## 268      8.1872000 19.0870000 19.485829040  18.128000 14.030000000 0.059631579
## 269      8.6131000 18.4245000 19.882222990  13.869000  7.970000000 0.037997260
## 270      8.1787000 17.7575000 20.557197460  18.213000 14.200000000 0.042753521
## 271      7.8120000 20.1370000 17.661605350  21.880000 10.570000000 0.044928131
## 272      6.4173000 37.2305000 19.726895540  35.827000 14.200000000 0.065377737
## 273      6.5121000 35.6225000 20.397704910  34.879000 14.720000000 0.057366776
## 274      5.9572000 42.6755000 20.352823580  40.428000 14.720000000 0.060430493
## 275      5.0923000 53.1305000 20.949519110  49.077000 13.600000000 0.067228767
## 276      9.9008000  0.9700000 18.488838190   0.992000 18.530000000 0.016262295
## 277      9.2066000  6.6500000 18.942360660   7.934000 19.570000000 0.065032787
## 278      8.8095000 11.2515000 19.432248450  11.905000 19.400000000 0.065054645
## 279      8.0803000 20.5190000 20.033618740  19.197000 19.750000000 0.079000000
## 280      7.5722000 23.2585000 19.162326320  24.278000 17.150000000 0.079861842
## 281      7.5501000 20.5410000 22.212864520  24.499000 19.920000000 0.067120548
## 282      7.4254000 25.3010000 19.207050740  25.746000 17.490000000 0.060436620
## 283      7.0678000 26.3670000 19.150331540  29.322000 16.970000000 0.060209446
## 284      4.9721000 49.3175000 18.911398350  50.279000 15.930000000 0.091750000
## 285      4.8387000 52.8490000 15.579049870  51.613000 20.720000000 0.084889803
## 286      4.0571000 52.9380000 14.670235170  59.429000 16.450000000 0.088832586
## 287      4.3553000 56.2760000 19.289344350  56.447000 20.260000000 0.077324658
## 288      9.7945000  1.8885000 16.545926860   2.055000 14.240000000 0.033688525
## 289      9.4477000  7.1080000 17.995298220   5.523000 18.290000000 0.045270492
## 290      9.0858000 11.2330000 19.426170120   9.142000 20.650000000 0.049956284
## 291      7.7104000 25.1610000 18.178011940  22.896000 18.860000000 0.094222222
## 292      7.4842000 25.7910000 17.544618750  25.158000 20.560000000 0.082756579
## 293      7.4661000 26.1085000 19.297770520  25.339000 20.390000000 0.069421918
## 294      7.0771000 27.8270000 17.728216490  29.229000 20.580000000 0.068612676
## 295      7.1938000 29.0180000 15.084566620  28.062000 20.920000000 0.057622177
## 296      4.7715000 54.2810000 18.016701090  52.285000 19.170000000 0.095410584
## 297      4.4892000 56.7350000 18.055090360  55.108000 16.890000000 0.090638158
## 298      4.6311000 54.8130000 18.273967260  53.689000 20.260000000 0.080252616
## 299      3.8215000 61.4770000 18.848590800  61.785000 14.840000000 0.084636986
## 300      1.3670000 78.1150000  3.895428860  86.330000  3.790000000 0.479611111
## 301      1.3500000 71.8000000  4.453829981  86.500000  9.000000000 0.480555556
## 302      2.5670000 73.5600000  4.009942830  74.330000 15.310000000 0.412944444
## 303      0.6250000 82.0600000  3.894567177  93.750000  4.570000000 0.520833333
## 304      2.6750000 69.6530000  3.066152883  73.250000 13.400000000 0.406944444
## 305      2.0750000 65.1510000  3.541613192  79.250000  3.100000000 0.440277778
## 306      0.8250000 69.7000000  4.837156344  91.750000  3.300000000 0.509722222
## 307      9.8441000 15.5600000  0.140000000  15.590000  0.410000000 0.042947658
## 308      4.5996000 19.1200000  1.540000000  23.340000  0.050000000 0.064297521
## 309      4.3020000 24.1000000  1.470000000  28.300000  1.170000000 0.077961433
## 310      7.4810000 22.6300000  1.150000000  25.190000  0.470000000 0.035934379
## 311      4.0806000 28.2700000  2.120000000  31.990000  1.340000000 0.045634807
## 312      3.7860000 36.0000000  1.560000000  36.900000  1.370000000 0.052639087
## 313      4.5650000 45.0800000  4.090000000  54.350000  4.090000000 0.150972222
## 314      5.9850000 37.2500000  1.280000000  40.150000  1.280000000 0.111527778
## 315      6.0510000 35.7800000  1.640000000  39.490000  1.640000000 0.109694444
## 316      4.5600000 45.1000000  2.583602137  54.400000  2.600000000 0.151111111
## 317      5.9800000 37.3000000  3.042203149  40.200000  3.120000000 0.111666667
## 318      6.0500000 35.8000000  2.258317958  39.500000  2.250000000 0.109722222
## 319      4.5500000 44.4000000  2.137755833  54.500000  2.250000000 0.151388889
## 320      5.0500000 40.1000000  2.251666050  49.500000  2.250000000 0.137500000
## 321      2.4270000 69.6330000  9.461997358  75.735000  3.240000000 0.103746575
## 322      3.7940000 56.9120000  9.197423226  62.059000  5.420000000 0.085012329
## 323      3.5290000 58.3830000  7.549182870  64.706000  5.540000000 0.088638356
## 324      2.9560000 64.6330000 10.202870380  70.441000  5.620000000 0.096494521
## 325      2.7210000 66.1030000  8.746206721  72.794000  2.120000000 0.099717808
## 326      4.2650000 53.3830000  8.459274910  57.353000  6.400000000 0.078565753
## 327      3.0440000 63.7250000  9.630170507  69.559000  3.720000000 0.095286301
## 328      2.7940000 64.7060000  8.621981365  72.059000  4.680000000 0.098710959
## 329      3.9710000 56.2270000  8.428959762  60.294000  7.600000000 0.082594521
## 330      3.2500000 61.3730000  9.167951934  67.500000  5.400000000 0.092465753
## 331      3.0590000 61.5080000  8.974651135  69.412000  2.700000000 0.095084932
## 332      3.2650000 63.3085000  5.101464300  67.353000  9.040000000 0.092264384
## 333      4.6770000 49.0440000  5.787574276  53.235000 11.400000000 0.072924658
## 334      4.3820000 50.8820000  6.184943007  56.176000  7.240000000 0.076953425
## 335      3.6030000 58.6770000  4.754279967  63.971000  8.600000000 0.087631507
## 336      3.3970000 60.5150000  5.230743924  66.029000  5.980000000 0.090450685
## 337      5.0290000 46.2500000  5.901843780  49.706000 10.120000000 0.068090411
## 338      3.6030000 57.0100000  5.232084734  63.971000  6.720000000 0.087631507
## 339      3.6176000 58.2350000  5.526877961  63.824000  7.440000000 0.087430137
## 340      4.7940000 48.7250000  5.960461280  52.059000  9.220000000 0.071313699
## 341      4.0000000 55.1470000  5.316503237  60.000000 12.000000000 0.082191781
## 342      3.6320000 54.7800000  5.516189718  63.676000  4.540000000 0.087227397
## 343      6.6848483 51.3348335  0.079192803  55.434344  0.080000000 0.153984290
## 344      5.8699348 55.4788878  0.052421370  60.867101  0.080000000 0.169075282
## 345      5.8875710 56.5346744  0.074508389  60.749526  0.090000000 0.168748685
## 346      5.9646091 54.4885698  0.069692180  60.235939  0.110000000 0.167322053
## 347      6.1200000 37.1500000 10.198039030  38.800000  8.000000000 0.217977528
## 348      6.3200000 36.5000000 12.000000000  36.800000  8.000000000 0.206741573
## 349      4.1965500 16.0510000  2.417646376  16.069000  5.790000000 0.131713115
## 350      4.0868500 17.0990000  4.558500411  18.263000  6.090000000 0.149696721
## 351      4.1632000 17.7990000  1.628910679  16.736000  6.780000000 0.137180328
## 352      4.1383000 18.8470000  1.342320379  17.234000  3.380000000 0.141262295
## 353      4.2338000 17.6360000  0.805882125  15.324000  4.390000000 0.125606557
## 354      4.1377500 17.8150000  0.815680084  17.245000  6.070000000 0.141352459
## 355      3.7034500 27.5860000  3.485623904  25.931000  6.170000000 0.053355967
## 356      3.6276000 30.3450000  3.990218791  27.448000  6.170000000 0.056477366
## 357      3.6620500 25.9310000  2.160449953  26.759000  5.870000000 0.055059671
## 358      3.5793000 28.3450000  2.143303525  28.414000  6.150000000 0.058465021
## 359      3.7758500 25.5860000  1.339870889  24.483000  3.740000000 0.050376543
## 360      3.6517000 29.6550000  1.873859653  26.966000  2.950000000 0.055485597
## 361      8.0800000 18.1000000  1.700000000  19.200000  2.800000000 0.104918033
## 362      7.3200000 27.1000000  2.256102835  26.800000  2.900000000 0.146448087
## 363      7.1000000 33.6000000  2.256102835  29.000000  1.600000000 0.158469945
## 364      7.5000000 26.2600000  2.087262961  25.000000  3.200000000 0.136612022
## 365      6.6800000 27.3000000  2.563201124  33.200000  3.400000000 0.090958904
## 366      5.9600000 38.5000000  2.478574859  40.400000  1.800000000 0.110684932
## 367      5.0400000 46.6000000  2.844292531  49.600000  4.600000000 0.135890411
## 368      5.8800000 37.4600000  1.941648784  41.200000  0.800000000 0.112876712
## 369      6.0200000 36.6000000  1.650757402  39.800000  3.000000000 0.054520548
## 370      5.6200000 45.0000000  2.376972865  43.800000  2.600000000 0.060000000
## 371      4.0600000 56.2000000  2.342007686  59.400000  2.400000000 0.081369863
## 372      5.0800000 45.8670000  2.149418526  49.200000  2.900000000 0.067397260
## 373      1.9966043 20.1358296  7.435488191  20.450000  3.750000000 0.329838710
## 374      1.7884116 28.4635363  8.350710419  31.790000  3.980000000 0.256370968
## 375      1.8023994 27.9040237 10.020022370  29.260000  2.770000000 0.080606061
## 376      1.7015188 31.9392484 10.515216350  38.550000 13.650000000 0.052735978
## 377      2.1519083 13.9236663  9.493388784  18.289216  1.820000000 0.294987360
## 378      1.7331842 30.6726327  1.969975381  30.040186  2.670000000 0.242259561
## 379      1.5181008 39.2759666 13.431119120  40.594077  4.620000000 0.111829414
## 380      1.1330938 54.6762487  9.997324800  52.697805  7.700000000 0.072090021
## 381      2.0619574 17.5217020 12.609321980   9.804323 24.780000000 0.079067119
## 382      1.9332730 22.6690807 12.582799960  27.500065  4.570000000 0.075757753
## 383      1.7104468 31.5821287 10.495998930  34.027977 11.040000000 0.046549900
## 384      2.1448197 14.2072103  3.629183386  19.004260  8.800000000 0.306520327
## 385      1.9161052 23.3557927  6.812496263  22.429718  1.220000000 0.180884824
## 386      1.9926787 20.2928508 15.760440880  28.135910  2.190000000 0.077509393
## 387      1.4260025 42.9599000 10.283234250  42.463058  1.300000000 0.058088999
## 388      2.3778443  4.8862296 10.180769670  11.702698  5.520000000 0.188753195
## 389      2.0745106 17.0195778 12.566904340  25.701012  8.260000000 0.207266224
## 390      2.0923774 16.3049059 17.319225780  20.600000  2.630000000 0.056749311
## 391      1.6734638 33.0614495  9.837852019  34.014439 13.560000000 0.046531380
## 392      2.3715906  5.1363743 10.380615620  19.388056  1.930000000 0.312710587
## 393      2.1239176 15.0432956 15.298939900  37.969454  4.900000000 0.306205271
## 394      2.1008953 15.9641881 16.982166970  40.617862  8.870000000 0.111894937
## 395      1.7651845 29.3926209 13.851121740  54.095482 18.540000000 0.074002027
## 396      2.2726032  9.0958724  6.383057542  34.448984 45.560000000 0.555628775
## 397      2.1661840 13.3526386  7.788767070  38.458791 38.260000000 0.310151537
## 398      2.1102870 15.5885190  8.584326969  40.606791 28.800000000 0.111864439
## 399      1.6446494 34.2140252 16.158913400  45.031823 25.700000000 0.061603041
## 400      2.3510632  5.9574705  6.605392273  18.017189 28.070000000 0.145299914
## 401      2.2332855 10.6685793  8.444461830  16.776679  2.700000000 0.046216746
## 402      1.9480165 22.0793395 14.724877220  43.440176 15.490000000 0.059425686
## 403      2.3998324  4.0067043 12.896699950   7.894991  2.560000000 0.127338569
## 404      2.2052110 11.7915612  9.641917475   5.922311  2.610000000 0.047760573
## 405      2.2827903  8.6883877  9.341832100  16.486559  8.100000000 0.045417517
## 406      1.6635722 33.4571108 21.723035490  37.563681  2.230000000 0.051386705
## 407      2.2157825 11.3686985  6.989576881  10.942548  2.290000000 0.176492705
## 408      2.0099235 19.6030604  2.235621687  21.495797  4.590000000 0.173353201
## 409      2.1042581 15.8296752  8.412526065  22.735021  2.310000000 0.062630912
## 410      1.4398666 42.4053372 11.971175140  19.894585  3.740000000 0.027215574
## 411      2.3618671  5.5253161 10.331872600  10.202423  1.640000000 0.164555204
## 412      2.1787371 12.8505144  7.387343620  18.411522  2.660000000 0.148480019
## 413      2.2428740 10.2850400 10.179402690  11.093951  5.970000000 0.030561848
## 414      1.6076663 35.6933460 15.439676640  16.439364 14.680000000 0.022488870
## 415      2.1473671 14.1053147  9.301463216  11.571712  4.460000000 0.186640510
## 416      1.8622386 25.5104547  6.318452600  24.199050  8.780000000 0.195153633
## 417      1.8903910 24.3843601  8.063620544  19.540254  5.120000000 0.053829901
## 418      1.6589528 33.6418893  6.932457924  38.662640  5.320000000 0.052890068
## 419      2.4867723  0.5291060 11.078599050   4.742372  2.660000000 0.076489868
## 420      2.1948027 12.2078923  9.944814011   3.295878 21.040000000 0.026579665
## 421      2.2272566 10.9097355  8.440165814  12.868254  3.990000000 0.035449734
## 422      1.8039071 27.8437144 18.492437690  26.540101 20.920000000 0.036306567
## 423      2.2194175 11.2233016  9.116469962  12.506106 21.730000000 0.100855691
## 424      2.3125794  7.4968241  4.957347173  10.382624  4.190000000 0.028602269
## 425      1.9365595 22.5376198 14.836756510  22.723493  9.190000000 0.031085489
## 426      2.3636163  5.4553463  5.350444593  21.014482  9.350000000 0.169471631
## 427      2.3658725  5.3651002  6.214160569   7.663846 11.480000000 0.021112522
## 428      1.9110335 23.5586604 15.400576800  17.805630 11.080000000 0.024357908
## 429      2.4463775  2.1449001 14.111867060  12.262729  5.990000000 0.197785952
## 430      2.0786687 16.8532512 14.527407130  26.617081  1.620000000 0.214653875
## 431      1.8343645 26.6254196 25.961116700  29.651294 11.060000000 0.081684006
## 432      1.4662949 41.3482025 26.482043620  45.658668 12.500000000 0.062460558
## 433      2.4425534  2.2978625  9.035816136  12.930903  3.030000000 0.208562959
## 434      2.2177359 11.2905632 10.852579260  19.307143  9.890000000 0.155702768
## 435      2.1944386 12.2224563  8.200994849  22.103009  8.160000000 0.060889831
## 436      1.8468849 26.1246022 13.158716590  25.731012  3.070000000 0.035199743
## 437      2.4857733  0.5690688  5.372798310   6.613723  3.100000000 0.106672954
## 438      2.2423507 10.3059725  9.991071541  17.661941  5.800000000 0.142435012
## 439      2.2797614  8.8095449  5.598900600   8.011070 17.940000000 0.022069064
## 440      1.9723743 21.1050263  8.205096880  25.084559  5.860000000 0.034315402
## 441      2.3865496  4.5380173  5.713149065  17.364826  4.710000000 0.140038918
## 442      2.3330545  6.6778210  7.218327260  11.359917  2.060000000 0.031294536
## 443      1.9468483 22.1260669  9.374572167  22.180253  7.850000000 0.030342344
## 444      2.3865496  4.5380173  5.713149065  11.518367  2.990000000 0.092890057
## 445      2.3330545  6.6778210  7.218327260   9.574966  4.830000000 0.026377316
## 446      1.9468483 22.1260669  9.374572167  26.130000  5.610000000 0.035745554
## 447      2.4021586  3.9136566 12.296191970  10.959452  1.030000000 0.176765350
## 448      2.1016019 15.9359221 15.496834620  28.235093  7.170000000 0.227702364
## 449      1.8015465 27.9381404 24.909571750  35.547275  8.480000000 0.097926377
## 450      1.5021098 39.9156090 24.762227420  37.405585 10.380000000 0.051170431
## 451      2.1905870 12.3765211  9.095524313  23.602704  4.400000000 0.380688771
## 452      1.8868534 24.5258640  7.454376758  29.289205  6.530000000 0.236203264
## 453      1.9757138 20.9714487 11.345983760  22.645655  4.840000000 0.062384724
## 454      1.8157642 27.3694322  7.220442380  29.995043 10.490000000 0.041032891
## 455      2.0809968 16.7601269  8.505521491  19.759555 21.280000000 0.318702494
## 456      1.8318699 26.7252054  9.106025621  29.983325  1.890000000 0.241801012
## 457      1.8204484 27.1820645 14.321309630  22.454392  2.290000000 0.061857828
## 458      1.5847444 36.6102251 10.498916370  28.352600 15.100000000 0.038786047
## 459      2.2087803 11.6487890 11.455719720  10.882399  6.590000000 0.175522571
## 460      2.0819487 16.7220512 13.344133520  15.605331  4.180000000 0.125849445
## 461      1.9667617 21.3295304 10.572885340  20.795036  4.610000000 0.057286600
## 462      1.8033912 27.8643503 11.502717630  29.841182  7.020000000 0.040822411
## 463      2.1115648 15.5374093 12.243088430  19.982587  2.580000000 0.322299789
## 464      1.8095542 27.6178319  7.999239008  30.143886  2.150000000 0.243095851
## 465      1.5678407 37.2863707 17.498009060  32.592806  8.150000000 0.089787343
## 466      1.3216697 47.1332132 18.688492350  47.593117  9.500000000 0.065106863
## 467      2.2491238 10.0350460  7.510270983  13.408921  4.270000000 0.216272913
## 468      2.0055787 19.7768521 14.065615270  25.133832  1.770000000 0.202692192
## 469      1.9170218 23.3191263  7.886376752  27.770991  2.970000000 0.076504108
## 470      1.6148154 35.4073858 15.225931420  36.775944  8.620000000 0.050309089
## 471      2.2355230 10.5790785  6.938696597  12.779475  0.880000000 0.206120566
## 472      1.8739329 25.0426831  7.916506949  22.795034  2.880000000 0.183830918
## 473      1.9963157 20.1473712 10.571657570  25.932477  5.310000000 0.071439330
## 474      1.6033583 35.8656660 14.848473650  34.659309 11.480000000 0.047413555
## 475      2.3321341  6.7146344 11.559326870   5.116015  9.310000000 0.082516365
## 476      2.0675389 17.2984456 16.920937390  22.039042  5.700000000 0.177734211
## 477      2.0567071 17.7317158 13.507709630  19.899816  6.450000000 0.054820431
## 478      1.6695530 33.2178780 18.265201880  38.266017  9.960000000 0.052347493
## 479      2.2039125 11.8434988 10.349195450  17.782782  3.669932918 0.286819062
## 480      1.9097609 23.6095624 10.215343540  32.795521  4.716565743 0.264480005
## 481      1.8508014 25.9679421 17.047994960  26.207990  3.438688135 0.072198319
## 482      1.4413738 42.3450479 15.493906280  47.137588  5.990055387 0.064483705
## 483      2.2257969 10.9681246 10.470450770  15.012806  1.911463399 0.242142029
## 484      1.9596665 21.6133387 12.334973220  24.402685  3.122787180 0.196795850
## 485      1.9706184 21.1752633 12.573454950  25.770444  7.243838526 0.070992960
## 486      1.6174644 35.3014225 13.305247460  33.865041  5.935465541 0.046327006
## 487      2.2118292 11.5268303 10.951497790  14.901061  1.211647934 0.240339698
## 488      1.9323663 22.7053477 11.006618000  25.443327  1.576353722 0.205188118
## 489      1.9846773 20.6129084 12.274773700  21.004874  6.312574698 0.057864666
## 490      1.6929764 32.2809449 11.955968250  34.760877  4.253147491 0.047552499
## 491      2.2863020  8.5479199 10.283177970  22.523833  1.963412058 0.363287637
## 492      2.1239402 15.0423917 10.850508470  30.460638  1.841863104 0.245650308
## 493      2.0964385 16.1424602 10.179435850  31.698707  4.113380181 0.087324263
## 494      1.7239562 31.0417502 14.231063330  41.840877 10.773426660 0.057237862
## 495      2.3035899  7.8564025  9.845004404  15.050339  0.759992926 0.242747403
## 496      2.1337861 14.6485554 10.711484960  18.736968  3.169200321 0.151104581
## 497      2.1305676 14.7772956 10.259580320  21.565011  4.842657311 0.059407745
## 498      1.7823473 28.7061100 13.800939020  33.308073  7.891142537 0.045565079
## 499      2.3371937  6.5122527 12.444433440  15.472967  0.488879590 0.249563990
## 500      2.1395510 14.4179607 11.495977450  23.292144  1.735944204 0.187839869
## 501      2.1654398 13.3824076 11.135074290  21.415709  4.092653593 0.058996444
## 502      1.7320660 30.7173583 16.778765610  23.585212 11.077468270 0.032264311
## 503      2.3892576  4.4296959 11.660924960   7.428348  3.660880066 0.119812066
## 504      2.1452336 14.1906568 11.401736890  20.021955  5.420360914 0.161467381
## 505      2.1773554 12.9057822 10.332389000  16.476801  6.192875261 0.045390638
## 506      1.8490606 26.0375764 13.730517100  33.541014  9.986863923 0.045883740
## 507      2.2524766  9.9009377  9.961182847  18.236853  3.592857772 0.294142788
## 508      2.0337546 18.6498170 11.147379180  28.033369  3.677944528 0.226075558
## 509      2.0900133 16.3994696 13.038571320  25.213523  4.816184796 0.069458742
## 510      1.6948885 32.2044599 13.997751320  39.611008  6.538686078 0.054187425
## 511      2.2952509  8.1899621 10.732474940   5.681867  4.890000000 0.091643009
## 512      2.0332406 18.6703750 11.650607930  19.987847 10.340000000 0.161192315
## 513      2.0025348 19.8986076 14.873214150  16.064293  3.890000000 0.044254251
## 514      1.6505753 33.9769875 15.652284360  21.755353  9.110000000 0.029761085
## 515      0.6600000 39.8600000  3.160000000  44.600000  3.160000000 0.122191781
## 516      0.7100000 41.2300000  3.160000000  41.083000  3.160000000 0.112556164
## 517      0.7500000 38.9600000  3.160000000  37.310000  3.160000000 0.102219178
## 518      0.7000000 39.4100000  3.160000000  41.702000  3.160000000 0.114252055
## 519      0.6700000 39.2600000  3.160000000  44.214000  3.160000000 0.121134247
## 520      0.7200000 40.7600000  3.160000000  39.781000  3.160000000 0.108989041
## 521      0.7400000 36.6500000  3.160000000  38.374000  3.160000000 0.105134247
## 522      0.7000000 37.9600000  3.160000000  41.702000  3.160000000 0.114252055
## 523      0.6800000 38.8400000  3.160000000  43.341000  3.160000000 0.118742466
## 524      0.7100000 40.9500000  3.160000000  41.022000  3.160000000 0.112389041
## 525      0.7300000 37.6860000  3.160000000  38.832000  3.160000000 0.106389041
## 526      0.7200000 38.2600000  3.160000000  40.184000  3.160000000 0.110093151
## 527      0.7000000 38.2000000  3.160000000  41.519000  3.160000000 0.113750685
## 528      0.7400000 40.4800000  3.160000000  38.413000  3.160000000 0.105241096
## 529      0.7700000 37.7000000  3.160000000  35.700000  3.160000000 0.097808219
## 530      0.7300000 37.9500000  3.160000000  39.542000  3.160000000 0.108334247
## 531      0.6700000 40.1570000  3.160000000  44.352000  3.160000000 0.121512329
## 532      0.7100000 40.3000000  3.160000000  40.923000  3.160000000 0.112117808
## 533      0.7300000 38.5200000  3.160000000  39.064000  3.160000000 0.107024658
## 534      0.6900000 39.3400000  3.160000000  42.737000  3.160000000 0.117087671
## 535      0.7100000 38.4600000  3.160000000  40.814000  3.160000000 0.111819178
## 536      0.7300000 39.5200000  3.160000000  39.450000  3.160000000 0.108082192
## 537      0.7300000 36.8300000  3.160000000  39.160000  3.160000000 0.107287671
## 538      0.7300000 37.6450000  3.160000000  39.530000  3.160000000 0.108301370
## 539      2.1600000  7.8805000  3.607991131   7.392500  3.350000000 0.040396175
## 540      1.3650000 22.5155000  6.175193033  22.088000  4.990000000 0.060515068
## 541      1.2600000 38.3090000 12.104260940  36.880000 10.910000000 0.050520548
## 542      1.8150000 47.9720000 13.514094310  44.051500 13.980000000 0.040229680
## 543      2.8944400 27.3680000  0.200000000  27.639000  0.200000000 0.075723288
## 544      2.8992000 24.2660000  2.370000000  27.520000  2.370000000 0.075397260
## 545      2.9474000 21.1600000  3.750000000  26.315000  3.750000000 0.072095890
## 546      2.6847600 24.8840000  5.820000000  32.881000  5.820000000 0.090084932
## 547      2.6591600 29.8820000  2.650000000  33.521000  2.650000000 0.091838356
## 548      2.7984400 26.2760000  2.740000000  30.039000  2.740000000 0.082298630
## 549      2.7614000 27.1140000  2.800000000  30.965000  2.800000000 0.084835616
## 550      2.6534000 27.1940000  4.710000000  33.665000  4.710000000 0.092232877
## 551      2.8447600 27.4200000  1.060000000  28.881000  1.060000000 0.079126027
## 552      3.0599200 23.8270000  0.240000000  23.502000  0.240000000 0.064389041
## 553      3.1471600 22.1890000  0.630000000  21.321000  0.630000000 0.058413699
## 554      3.1996400 20.5510000  0.390000000  20.009000  0.390000000 0.054819178
## 555      2.9066400 29.2590000  1.400000000  27.334000  1.400000000 0.074887671
## 556      3.0155600 27.7020000  2.250000000  24.611000  2.250000000 0.067427397
## 557      2.8771600 26.1450000  1.400000000  28.071000  1.400000000 0.076906849
## 558      2.7924000 30.5150000  0.230000000  30.190000  0.230000000 0.082712329
## 559      2.8536000 28.9850000  0.230000000  28.660000  0.230000000 0.078520548
## 560      2.7802800 27.4550000  2.210000000  30.493000  2.210000000 0.083542466
## 561      2.7600000 29.0000000  1.460000000  31.000000  1.460000000 0.042465753
## 562      2.6400000 29.0000000  3.640000000  34.000000  3.640000000 0.046575342
## 563      2.6400000 29.0000000  3.640000000  34.000000  3.640000000 0.046575342
## 564      2.1600000 49.2500000  2.370000000  46.000000  2.370000000 0.063013699
## 565      1.9600000 49.5000000  1.100000000  51.000000  1.100000000 0.069863014
## 566      1.8800000 49.7500000  2.360000000  53.000000  2.360000000 0.072602740
## 567      1.9200000 47.2500000  3.460000000  52.000000  3.460000000 0.071232877
## 568      2.0000000 46.5000000  2.550000000  50.000000  2.550000000 0.068493151
## 569      1.9600000 45.7500000  3.820000000  51.000000  3.820000000 0.069863014
## 570      2.5600000 37.5000000  1.100000000  36.000000  1.100000000 0.049315068
## 571      2.7200000 35.0000000  2.180000000  32.000000  2.180000000 0.043835616
## 572      2.6400000 32.5000000  1.100000000  34.000000  1.100000000 0.046575342
## 573      2.3200000 44.7500000  2.000000000  42.000000  2.000000000 0.057534247
## 574      2.4800000 43.5000000  4.000000000  38.000000  4.000000000 0.052054795
## 575      2.2000000 42.2500000  2.000000000  45.000000  2.000000000 0.061643836
## 576      1.7600000 58.0000000  1.460000000  56.000000  1.460000000 0.076712329
## 577      1.9600000 57.0000000  4.370000000  51.000000  4.370000000 0.069863014
## 578      2.0000000 56.0000000  4.370000000  50.000000  4.370000000 0.068493151
## 579      3.0000000 26.0000000  1.080000000  25.000000  2.700000000 0.068493151
## 580      2.5600000 34.0000000  1.200000000  36.000000  1.720000000 0.098630137
## 581      4.2872000 20.9700000  3.516203492  14.256000 22.830000000 0.475200000
## 582      3.9547500 27.2790000  3.923649194  20.905000 19.840000000 0.087104167
## 583      3.9362000 26.9850000  5.730697340  21.276000 30.210000000 0.078800000
## 584      3.6503500 31.4710000  3.166964319  26.993000 25.930000000 0.089976667
## 585      3.6417000 34.1070000  4.349615155  27.166000 29.630000000 0.082321212
## 586      1.3265497 88.5774759  0.443474890  93.367251  1.500000000 0.133381788
## 587      3.0880337 83.9005163  0.230225559  84.559831  0.290000000 0.120799759
## 588      6.1425019 70.1081100  0.345222063  69.287491  0.430000000 0.098982129
## 589      2.7168758 80.4849258  0.337082775  86.415621  0.550000000 0.123450887
## 590      1.2258355 88.9283564  0.469404334  93.870822  1.940000000 0.134101175
## 591      2.2514350 80.9857784  0.132902936  88.742825  0.690000000 0.126775465
## 592      4.3806990 75.2113173  0.231504590  78.096505  0.260000000 0.111566436
## 593      2.5922485 84.6366131  0.168134423  87.038758  0.370000000 0.124341082
## 594      2.1903495 83.8165809  0.114182575  89.048252  0.860000000 0.127211789
## 595      2.5116008 84.3137081  0.158134727  87.441996  0.540000000 0.124917137
## 596      2.8114934 79.6559761  0.114763953  85.942533  0.560000000 0.122775047
## 597      1.7604678 84.4760001  0.189994224  91.197661  0.600000000 0.130282373
## 598      2.6162508 82.3208283  0.171855240  86.918746  0.420000000 0.124169637
## 599      1.7997139 86.5094802  0.161855544  91.001430  0.620000000 0.130002043
## 600      2.8255509 79.8664575  0.238364846  85.872246  0.720000000 0.122674637
## 601      4.4880000 63.5000000  0.400000000  62.600000  0.400000000 0.171506849
## 602      2.9956400 25.0000000  3.070906137  25.000000  1.550000000 0.277777778
## 603      2.8733600 25.5000000  7.235917115  28.000000  2.295000000 0.311111111
## 604      2.9214000 30.0000000  7.026191572  27.000000  2.459000000 0.300000000
## 605      2.5618800 39.5000000 11.092649210  36.000000  4.781000000 0.400000000
## 606      2.6812400 26.0000000  7.456243189  33.000000  2.123000000 0.366666667
## 607      2.5982400 26.0000000  9.076926600  35.000000  3.729000000 0.388888889
## 608      2.1091600 48.5000000  2.921863275  47.000000  2.230000000 0.522222222
## 609      1.7292400 52.0000000  3.326174154  57.000000  3.059000000 0.633333333
## 610      2.5356800 36.2500000  5.702856324  37.000000  0.920000000 0.411111111
## 611      2.1921200 46.2500000  8.813381346  45.000000  3.921000000 0.500000000
## 612      2.1834000 45.7500000  2.998905050  45.000000  2.329000000 0.500000000
## 613      1.8355200 56.0000000  6.481674919  54.000000  4.207000000 0.600000000
## 614      2.0713200 47.7500000  5.605211124  48.000000  2.520000000 0.533333333
## 615      1.7933200 53.5000000  7.194190695  55.000000  8.031000000 0.611111111
## 616      2.4614400 39.0000000  5.662722291  38.000000  1.736000000 0.422222222
## 617      2.1877600 42.2500000  6.835716166  45.000000  1.530000000 0.500000000
## 618      2.2736400 44.1700000  4.937010752  43.000000  5.808000000 0.477777778
## 619      1.8762800 53.6700000  7.623729271  53.000000  4.017000000 0.588888889
## 620      2.2896800 42.6700000  4.651168151  43.000000  3.825000000 0.477777778
## 621      1.9112000 51.3300000  7.615881247  52.000000  6.813000000 0.577777778
## 622      2.4032000 38.6700000  4.842511108  40.000000  1.816000000 0.444444444
## 623      2.1936000 47.0000000  7.721470812  45.000000  5.741000000 0.500000000
## 624      2.5298400 40.3300000  4.952522102  37.000000  4.590000000 0.411111111
## 625      2.2663600 48.1700000  7.447926244  43.000000  5.648000000 0.477777778
## 626      2.4930400 40.0000000  3.349000000  38.000000  4.494000000 0.211111111
## 627      2.0651200 54.0000000 10.288007000  48.000000 10.614000000 0.266666667
## 628      2.3720800 44.5000000  7.756762114  41.000000  3.548000000 0.227777778
## 629      1.6046400 62.5000000 11.460109340  60.000000  9.371000000 0.333333333
## 630      2.0930400 45.0000000  7.232174535  48.000000  1.338000000 0.266666667
## 631      1.9860400 44.5000000  8.943997317  50.000000  5.293000000 0.277777778
## 632      1.6465200 64.0000000  5.543372710  59.000000  1.164000000 0.327777778
## 633      1.0790800 71.5000000  7.579768928  73.000000  3.101000000 0.405555556
## 634      1.9767600 50.0000000  5.527208224  51.000000  1.912000000 0.283333333
## 635      1.4651200 62.5000000 10.327291430  63.000000  4.494000000 0.350000000
## 636      1.7906800 59.5000000  4.445486138  55.000000  3.442000000 0.305555556
## 637      1.1395200 76.0000000  9.766363333  72.000000  4.935000000 0.400000000
## 638      1.5348800 61.7500000  6.694297163  62.000000  2.724000000 0.344444444
## 639      1.0325600 71.5000000  8.515546577  74.000000  5.265000000 0.411111111
## 640      1.9767600 54.5000000  6.443342669  51.000000  3.478000000 0.283333333
## 641      1.6883600 58.0000000  8.289993516  58.000000  4.504000000 0.322222222
## 642      1.7116400 57.1700000  5.002238899  57.000000  1.721000000 0.316666667
## 643      1.2790800 70.8300000  9.315368860  68.000000  5.685000000 0.377777778
## 644      1.7906800 56.0000000  5.257698863  55.000000  2.773000000 0.305555556
## 645      1.2232400 69.5000000  8.633898714  69.000000  5.397000000 0.383333333
## 646      1.7674400 52.8300000  5.838536403  56.000000  3.538000000 0.311111111
## 647      1.4976800 65.0000000  9.250350678  63.000000  5.268000000 0.350000000
## 648      1.7581200 54.6700000  5.532601633  56.000000  6.139000000 0.311111111
## 649      1.2976800 65.5000000  9.500154271  68.000000  9.074000000 0.377777778
## 650     15.6320000  3.8000000  0.360000000   2.300000  0.251700000 0.082142857
## 651     14.0800000 12.6000000  0.140000000  12.000000  0.140000000 0.428571429
## 652     15.7760000  6.5000000  1.210000000   1.400000  1.210000000 0.050000000
## 653     14.7200000  8.2000000  0.050000000   8.000000  0.050000000 0.142857143
## 654     12.5440000 23.7000000  0.500000000  21.600000  0.500000000 0.385714286
## 655     13.8400000 17.0600000  0.840000000  13.500000  0.840000000 0.241071429
## 656     14.3200000 12.2000000  0.400000000  10.500000  0.400000000 0.125000000
## 657     10.5920000 33.2000000  0.140000000  33.800000  0.140000000 0.402380952
## 658     13.1040000 27.4000000  2.200000000  18.100000  2.200000000 0.215476190
## 659     14.2720000 13.5000000  0.640000000  10.800000  0.640000000 0.096428571
## 660     10.1600000 36.4000000  0.020000000  36.500000  0.020000000 0.325892857
## 661     12.1600000 31.0000000  1.660000000  24.000000  1.660000000 0.214285714
## 662     13.5840000 16.2000000  0.260000000  15.100000  0.260000000 0.107857143
## 663      8.4288000 43.5000000  0.900000000  47.320000  0.900000000 0.338000000
## 664     11.7600000 37.4000000  2.580000000  26.500000  2.580000000 0.189285714
## 665      9.5200000  4.4500000  4.501982674   4.800000  2.300000000 0.080000000
## 666      9.3300000  7.3000000  3.972696062   6.700000  2.880000000 0.055833333
## 667      8.6500000 13.2500000  7.678504021  13.500000  3.240000000 0.075000000
## 668      7.7140000 17.4800000  6.465321183  22.860000  1.220000000 0.084666667
## 669      6.8500000 20.6000000  3.660650489  31.500000  7.800000000 0.078750000
## 670      7.3175725 71.2522962  0.003327850  39.020229  0.003964664 0.035634912
## 671      7.4352310 70.2729354  0.002835710  38.039742  0.005743480 0.034739490
## 672      5.9062945 72.5584607  0.008708644  50.780879  0.004593399 0.046375232
## 673      7.8737831 69.7934769  0.002193677  34.385141  0.004789120 0.031401955
## 674      6.6542959 72.1158648  0.008521235  44.547534  0.006367019 0.040682679
## 675      8.2985736 71.1659236  0.008341350  30.845220  0.003271844 0.028169150
## 676      7.0692306 71.3470072  0.005839708  41.089745  0.003768943 0.037524881
## 677      5.9838588 71.9816992  0.005954275  50.134510  0.008521690 0.045784940
## 678      7.7400771 70.4448533  0.002306598  35.499357  0.002535722 0.032419505
## 679      7.2641599 71.0416701  0.005715511  39.465334  0.005180564 0.036041401
## 680      8.1835877 71.2091423  0.004490534  31.803436  0.005720964 0.029044234
## 681      9.0300000  9.6600000  2.925806555   9.700000  1.710000000 0.045539906
## 682      8.5300000 16.9200000  2.687090248  14.700000  2.060000000 0.053649635
## 683      7.8300000 21.6200000  3.279094235  21.700000  4.100000000 0.064776119
## 684      7.3200000 24.0100000  4.270221013  26.800000  3.930000000 0.046366782
## 685      7.1000000 29.3000000  2.840777182  29.000000  3.340000000 0.045383412
## 686      6.5700000 37.3400000  2.995509139  34.300000  2.360000000 0.049000000
## 687     24.9500000  2.6600000 16.670904760   7.600000  7.790000000 0.271428571
## 688     24.7900000  4.3000000 16.670904760   8.200000 15.590000000 0.292857143
## 689     24.0800000  5.9400000 16.670904760  10.800000 14.240000000 0.385714286
## 690     24.5200000  7.9800000  7.104816043   9.200000  5.790000000 0.164285714
## 691     24.0000000  9.5000000  7.104816043  11.100000 10.320000000 0.198214286
## 692     23.0600000 11.0200000  7.104816043  14.600000  5.560000000 0.260714286
## 693     23.4600000 13.0100000  7.366931620  13.100000  6.050000000 0.116964286
## 694     21.5200000 15.2000000  7.366931620  20.300000  5.070000000 0.181250000
## 695     21.9200000 17.6000000  7.366931620  18.800000 13.320000000 0.167857143
## 696     21.2200000 16.0900000 20.426106860  21.400000 13.580000000 0.127380952
## 697     20.7900000 16.1500000 20.426106860  23.000000  7.280000000 0.136904762
## 698     19.4900000 16.0900000 20.426106860  27.800000  7.400000000 0.165476190
## 699     19.6600000 22.6800000 14.938298750  27.200000 12.310000000 0.138775510
## 700     17.1500000 24.4000000 14.938298750  36.500000  8.690000000 0.186224490
## 701     17.7400000 26.1200000 14.938298750  34.300000  5.150000000 0.175000000
## 702     18.3100000 25.9800000 15.132656260  32.200000  8.780000000 0.143750000
## 703     16.4200000 28.9500000 15.132656260  39.200000  4.300000000 0.175000000
## 704     16.0900000 31.8500000 15.132656260  40.400000  8.050000000 0.180357143
## 705     17.0600000 29.2800000 14.476404080  36.800000  9.000000000 0.146031746
## 706     15.9300000 37.3500000 14.476404080  41.000000  4.910000000 0.162698413
## 707     15.4200000 30.7200000 14.476404080  42.900000  5.550000000 0.170238095
## 708     15.6300000 37.2200000 17.684649020  42.100000 17.420000000 0.136688312
## 709     14.8800000 40.7000000 17.684649020  44.900000  9.470000000 0.145779221
## 710     14.1200000 44.1800000 17.684649020  47.700000  5.750000000 0.154870130
## 711     14.3400000 46.6400000 10.828029320  46.900000 10.340000000 0.128846154
## 712     13.8000000 50.0000000 10.828029320  48.900000  9.570000000 0.134340659
## 713     13.2300000 53.3600000 10.828029320  51.000000 13.150000000 0.140109890
## 714      9.1300000  7.8000000  1.040000000   8.700000  1.620000000 0.145000000
## 715      8.3800000 14.2000000  1.478000000  16.200000  1.600000000 0.136134454
## 716      7.8500000 17.4000000  1.564000000  21.500000  2.050000000 0.118784530
## 717      3.6000000 28.2500000  3.300169314  28.000000  3.380000000 0.088888889
## 718      3.6000000 26.5500000  2.453041989  27.000000  3.010000000 0.085714286
## 719      3.7000000 27.2000000  3.139787493  26.300000  3.510000000 0.083492063
## 720      3.7000000 23.4500000  3.003369358  25.000000  4.210000000 0.079365079
## 721      3.8000000 23.1500000  2.587722454  24.500000  4.540000000 0.077777778
## 722      3.8000000 24.1000000  3.586234515  24.500000  3.800000000 0.077777778
## 723      3.8000000 23.8000000  3.246098889  23.700000  5.120000000 0.075238095
## 724      3.9000000 22.4000000  2.826194526  21.500000  2.470000000 0.068253968
## 725      4.0000000 22.1000000  2.379801567  21.000000  3.930000000 0.066666667
## 726      4.1000000 19.0000000  2.943852578  18.700000  4.100000000 0.059365079
## 727      1.7000000 59.9000000 23.207697260  65.300000 30.670000000 0.207301587
## 728      1.8000000 58.4000000 23.114789710  64.000000 43.600000000 0.203174603
## 729      1.9000000 57.7000000  8.661222979  62.700000 16.850000000 0.199047619
## 730      2.1000000 48.4000000 22.718816420  57.300000 27.990000000 0.181904762
## 731      2.5000000 46.3000000  7.250116620  49.300000 23.420000000 0.156507937
## 732      2.5000000 42.6500000 22.383363450  49.100000 27.140000000 0.155873016
## 733      2.6000000 47.7500000  7.541080791  48.500000  8.750000000 0.153968254
## 734      2.7000000 40.5500000  6.118376500  46.900000 17.220000000 0.148888889
## 735      2.8000000 42.0000000  6.460513873  44.500000  5.830000000 0.141269841
## 736      3.5000000 30.5000000  4.391542667  29.900000  5.360000000 0.094920635
## 737      3.8160000 31.5000000  3.830000000   4.600000  3.830000000 0.076666667
## 738      3.6600000 12.0000000  0.050000000   8.500000  0.050000000 0.141666667
## 739      3.6800000  6.0000000  0.280000000   8.000000  0.280000000 0.133333333
## 740      3.6880000 33.5000000  3.660000000   7.800000  3.660000000 0.130000000
## 741      3.5000000 14.0000000  0.210000000  12.500000  0.210000000 0.208333333
## 742      3.7560000  8.0000000  0.270000000   6.100000  0.270000000 0.101666667
## 743      3.8160000 29.5000000  3.540000000   4.600000  3.540000000 0.076666667
## 744      3.7960000 10.0000000  0.700000000   5.100000  0.700000000 0.085000000
## 745      3.8920000  4.0000000  0.180000000   2.700000  0.180000000 0.045000000
## 746      3.5040000 26.0000000  2.320000000  12.400000  2.320000000 0.103333333
## 747      3.4360000 17.5000000  0.580000000  14.100000  0.580000000 0.117500000
## 748      3.3520000 15.5000000  0.120000000  16.200000  0.120000000 0.135000000
## 749      3.3560000 27.5000000  1.950000000  16.100000  1.950000000 0.134166667
## 750      3.1440000 19.0000000  0.410000000  21.400000  0.410000000 0.178333333
## 751      3.4320000 17.0000000  0.480000000  14.200000  0.480000000 0.118333333
## 752      3.5760000 23.0000000  2.120000000  10.600000  2.120000000 0.088333333
## 753      3.5160000 14.5000000  0.410000000  12.100000  0.410000000 0.100833333
## 754      3.6960000 12.5000000  0.840000000   7.600000  0.840000000 0.063333333
## 755      2.4920000 45.0000000  5.190000000  37.700000  5.190000000 0.157083333
## 756      2.1560000 50.5000000  3.130000000  46.100000  3.130000000 0.192083333
## 757      2.2880000 30.5000000  8.740000000  42.800000  8.740000000 0.178333333
## 758      2.2000000 49.5000000  3.200000000  45.000000  3.200000000 0.187500000
## 759      1.6760000 55.0000000  2.200000000  58.100000  2.200000000 0.242083333
## 760      2.2520000 35.0000000  6.180000000  43.700000  6.180000000 0.182083333
## 761      2.5240000 44.5000000  5.400000000  36.900000  5.400000000 0.153750000
## 762      2.4000000 50.0000000  7.110000000  40.000000  7.110000000 0.166666667
## 763      2.5480000 30.0000000  4.480000000  36.300000  4.480000000 0.151250000
## 764      4.1251000 39.7200000  0.660000000  41.070000  0.660000000 0.101910670
## 765      3.9452000 39.7200000  1.900000000  43.640000  1.900000000 0.108287841
## 766      2.0128500 47.4700000  2.420000000  42.490000  2.420000000 0.105434243
## 767      1.9565000 51.0300000  3.360000000  44.100000  3.360000000 0.109429280
## 768      8.6900000 14.0000000  0.620000000  13.100000  0.620000000 0.214754098
## 769      7.5800000 23.7000000  0.340000000  24.200000  0.340000000 0.171631206
## 770      6.7900000 29.2000000  1.990000000  32.100000  1.990000000 0.099689441
## 771      6.2900000 40.5000000  2.330000000  37.100000  2.330000000 0.093216080
## 772      8.6900000 14.0000000  0.620000000  13.100000  0.620000000 0.214754098
## 773      7.5800000 23.7000000  0.340000000  24.200000  0.340000000 0.171631206
## 774      6.7900000 29.2000000  1.990000000  32.100000  1.990000000 0.099689441
## 775      6.2900000 40.5000000  2.330000000  37.100000  2.330000000 0.093216080
## 776      5.6700000 47.2000000  2.670000000  43.300000  2.670000000 0.096008869
## 777      5.6700000 47.2000000  2.670000000  43.300000  2.670000000 0.096008869
## 778      0.5650000 45.1000000 20.647518010  43.500000 24.040000000 0.543750000
## 779      0.5950000 38.9000000 14.707821050  40.500000 11.600000000 0.506250000
## 780      0.5530000 38.2000000 13.859292910  44.700000 13.010000000 0.558750000
## 781      0.6210000 36.7000000 16.687720040  37.900000  6.510000000 0.473750000
## 782      0.6410000 38.2000000 20.647518010  35.900000 14.710000000 0.448750000
## 783      0.6200000 38.5000000 18.101933600  38.000000 17.820000000 0.475000000
## 784      0.6180000 36.1000000 16.687720040  38.200000 11.030000000 0.477500000
## 785      0.6660000 32.3000000  8.485281374  33.400000 12.730000000 0.417500000
## 786      0.6970000 29.8000000 10.748023070  30.300000 11.880000000 0.378750000
## 787      0.6840000 30.1000000  8.485281374  31.600000 12.160000000 0.395000000
## 788      0.6060000 40.7000000 15.839191900  39.400000 13.860000000 0.492500000
## 789      0.5630000 40.9000000 14.424978340  43.700000 20.930000000 0.546250000
## 790      0.5770000 39.9000000 14.424978340  42.300000  6.220000000 0.528750000
## 791      0.6480000 36.8000000  9.616652224  35.200000 26.020000000 0.440000000
## 792      0.6440000 35.1000000 11.879393920  35.600000  7.920000000 0.445000000
## 793      0.5860000 36.4000000 14.707821050  41.400000 13.860000000 0.517500000
## 794      0.6080000 34.7000000 14.142135620  39.200000 11.030000000 0.490000000
## 795      0.6760000 30.8000000  7.636753237  32.400000 11.880000000 0.405000000
## 796      0.6130000 35.3000000 11.030865790  38.700000  4.530000000 0.483750000
## 797      0.5460000 34.9000000 12.162236640  45.400000 14.140000000 0.567500000
## 798      0.5850000 38.7000000 11.879393920  41.500000 14.990000000 0.518750000
## 799      0.5920000 36.9000000 12.445079350  40.800000 10.750000000 0.510000000
## 800      0.5950000 37.6000000 11.313708500  40.500000 14.710000000 0.506250000
## 801      0.5620000 34.5000000  8.768124087  43.800000  6.510000000 0.547500000
## 802      0.6400000 34.2000000 11.313708500  36.000000 13.860000000 0.450000000
## 803      0.6100000 36.5000000 10.182337650  39.000000  8.770000000 0.487500000
## 804      8.2000000 15.6500000  1.750000000  18.000000  1.750000000 0.295081967
## 805      6.0900000 36.1500000  2.020000000  39.100000  2.020000000 0.257236842
## 806      5.2300000 38.2500000  6.470000000  47.700000  6.470000000 0.130684932
## 807      4.0100000 52.2000000  5.280000000  59.900000  5.280000000 0.122997947
## 808      7.6700000 22.9500000  0.240000000  23.300000  0.240000000 0.381967213
## 809      5.3000000 39.8000000  4.940000000  47.000000  4.940000000 0.309210526
## 810      4.8900000 43.2500000  5.380000000  51.100000  5.380000000 0.140000000
## 811      3.4800000 58.5000000  4.590000000  65.200000  4.590000000 0.133880903
## 812      7.0100000 26.7000000  2.190000000  29.900000  2.190000000 0.490163934
## 813      4.8800000 46.1500000  3.460000000  51.200000  3.460000000 0.336842105
## 814      4.3900000 49.5000000  4.500000000  56.100000  4.500000000 0.153698630
## 815      3.4300000 64.0000000  1.160000000  65.700000  1.160000000 0.134907598
## 816      6.9800400 54.3370000  3.040000000  61.222000  3.040000000 0.083865753
## 817      8.6774400 55.1940000  1.500000000  51.792000  1.500000000 0.070947945
## 818      8.8873200 60.0500000  3.390000000  50.626000  3.390000000 0.069350685
## 819      8.4499200 54.8270000  0.780000000  53.056000  0.780000000 0.072679452
## 820      7.4349000 59.6800000  0.430000000  58.695000  0.430000000 0.080404110
## 821      9.4473000 60.5430000  5.750000000  47.515000  5.750000000 0.065089041
## 822      7.2075600 54.7860000  2.280000000  59.958000  2.280000000 0.082134247
## 823      9.1499400 58.0260000  3.910000000  49.167000  3.910000000 0.067352055
## 824      7.9774200 58.5970000  1.290000000  55.681000  1.290000000 0.076275342
## 825      8.3273400 58.3520000  2.040000000  53.737000  2.040000000 0.073612329
## 826      7.3125000 57.4400000  0.850000000  59.375000  0.850000000 0.081335616
## 827      9.8872200 42.7630000  1.020000000  45.071000  1.020000000 0.061741096
## 828      9.8836200 40.7750000  1.900000000  45.091000  1.900000000 0.061768493
## 829      7.8863400 45.7395000  4.610000000  56.187000  4.610000000 0.076968493
## 830      8.8704000 50.1590000  0.250000000  50.720000  0.250000000 0.069479452
## 831      8.2213200 55.1230000  0.350000000  54.326000  0.350000000 0.074419178
## 832      5.7664800 53.1355000  6.540000000  67.964000  6.540000000 0.093101370
## 833      9.0921600 44.5650000  2.170000000  49.488000  2.170000000 0.067791781
## 834      8.1630000 47.8750000  2.990000000  54.650000  2.990000000 0.074863014
## 835      8.7571800 46.5500000  2.120000000  51.349000  2.120000000 0.070341096
## 836      7.8629400 52.8060000  1.550000000  56.317000  1.550000000 0.077146575
## 837      6.9863400 47.9490000  5.840000000  61.187000  5.840000000 0.083817808
## 838      5.2245000 60.6995000  4.530000000  70.975000  4.530000000 0.097226027
## 839      5.9907600 59.7830000  3.060000000  66.718000  3.060000000 0.091394521
## 840      6.5493000 66.5890000  1.310000000  63.615000  1.310000000 0.087143836
## 841      6.4477800 55.2605000  3.930000000  64.179000  3.930000000 0.087916438
## 842      5.9918400 62.0665000  2.050000000  66.712000  2.050000000 0.091386301
## 843      4.9563000 61.1500000  4.990000000  72.465000  4.990000000 0.099267123
## 844      6.7743000 58.5810000  1.670000000  62.365000  1.670000000 0.085431507
## 845      6.5457000 63.1180000  0.230000000  63.635000  0.230000000 0.087171233
## 846      5.6525400 62.5070000  2.690000000  68.597000  2.690000000 0.093968493
## 847      6.5259000 59.4900000  1.880000000  63.745000  1.880000000 0.087321918
## 848      6.3149400 60.9250000  1.760000000  64.917000  1.760000000 0.088927397
## 849      6.8542200 51.1245000  4.760000000  61.921000  4.760000000 0.084823288
## 850      9.3886200 48.3760000  0.240000000  47.841000  0.240000000 0.065535616
## 851      9.4966200 47.8455000  0.270000000  47.241000  0.270000000 0.064713699
## 852      8.8410600 55.4300000  2.010000000  50.883000  2.010000000 0.069702740
## 853      8.1754200 54.9000000  0.140000000  54.581000  0.140000000 0.074768493
## 854      7.2005400 52.1515000  3.460000000  59.997000  3.460000000 0.082187671
## 855      6.1201800 51.6400000  6.330000000  65.999000  6.330000000 0.090409589
## 856      6.5874600 51.2900000  4.340000000  63.403000  4.340000000 0.086853425
## 857      6.9165000 49.4580000  5.340000000  61.575000  5.340000000 0.084349315
## 858      7.6046400 54.1610000  1.580000000  57.752000  1.580000000 0.079112329
## 859      5.9441400 51.6830000  6.750000000  66.977000  6.750000000 0.091749315
## 860     14.9100000  1.3000000  2.400000000   0.600000  2.400000000 0.003703704
## 861     12.2625000 18.9500000  2.400000000  18.250000  2.400000000 0.072420635
## 862      9.9688500 33.7050000  0.560000000  33.541000  0.560000000 0.098360704
## 863      8.8425000 42.1740000  3.850000000  41.050000  3.850000000 0.066209677
## 864      7.9800000 47.7000000  3.090000000  46.800000  3.090000000 0.066288952
## 865      7.2900000 51.0600000  1.200000000  51.410000  1.200000000 0.056432492
## 866      6.8850000 54.3000000  0.690000000  54.100000  0.690000000 0.054591322
## 867      6.8307000 58.9700000 15.450000000  54.462000 15.450000000 0.050804104
##     exp_per_day sd_obsv_per_day sd_exp_per_day
## 1   0.078005464     0.008852459    0.012313283
## 2   0.141584699     0.004371585    0.013252014
## 3   0.125901639     0.013224044    0.024181115
## 4   0.075679012     0.010987654    0.016433207
## 5   0.136255144     0.017448560    0.020701143
## 6   0.111028807     0.010576132    0.016129745
## 7   0.095411184     0.010789474    0.014262059
## 8   0.149013158     0.014572368    0.012840835
## 9   0.125546053     0.004901316    0.013942480
## 10  0.086465753     0.013753425    0.009554772
## 11  0.130657534     0.014082192    0.010547696
## 12  0.110328767     0.017123288    0.009948111
## 13  0.058579235     0.013224044    0.005801364
## 14  0.085245902     0.014972678    0.014290532
## 15  0.074754098     0.006939891    0.014280498
## 16  0.069218107     0.013909465    0.015717525
## 17  0.103106996     0.021152263    0.018124757
## 18  0.090905350     0.012798354    0.015742718
## 19  0.095805921     0.007730263    0.016670331
## 20  0.137631579     0.019572368    0.022038271
## 21  0.120677632     0.018618421    0.012064882
## 22  0.106452055     0.009863014    0.008809572
## 23  0.145945205     0.020657534    0.011580262
## 24  0.128520548     0.012739726    0.016324078
## 25  0.061183333     0.011833333    0.011833333
## 26  0.093218519     0.002629630    0.002629630
## 27  0.102337500     0.000833333    0.000833333
## 28  0.099296667     0.006555556    0.006555556
## 29  0.076103968     0.002317460    0.002317460
## 30  0.074329861     0.003833333    0.003833333
## 31  0.055883333     0.012222222    0.012222222
## 32  0.081096296     0.013333333    0.013333333
## 33  0.090125000     0.012916667    0.012916667
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## 712 0.137362637     0.026291209    0.029747333
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## 714 0.130000000     0.027000000    0.017333333
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## 717 0.089682540     0.010730159    0.010476728
## 718 0.084285714     0.009555556    0.007787435
## 719 0.086349206     0.011142857    0.009967579
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## 722 0.076507937     0.012063492    0.011384871
## 723 0.075555556     0.016253968    0.010305076
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## 731 0.146984127     0.074349206    0.023016243
## 732 0.135396825     0.086158730    0.071058297
## 733 0.151587302     0.027777778    0.023939939
## 734 0.128730159     0.054666667    0.019423417
## 735 0.133333333     0.018507937    0.020509568
## 736 0.096825397     0.017015873    0.013941405
## 737 0.525000000     0.063833333    0.063833333
## 738 0.200000000     0.000833333    0.000833333
## 739 0.100000000     0.004666667    0.004666667
## 740 0.558333333     0.061000000    0.061000000
## 741 0.233333333     0.003500000    0.003500000
## 742 0.133333333     0.004500000    0.004500000
## 743 0.491666667     0.059000000    0.059000000
## 744 0.166666667     0.011666667    0.011666667
## 745 0.066666667     0.003000000    0.003000000
## 746 0.216666667     0.019333333    0.019333333
## 747 0.145833333     0.004833333    0.004833333
## 748 0.129166667     0.001000000    0.001000000
## 749 0.229166667     0.016250000    0.016250000
## 750 0.158333333     0.003416667    0.003416667
## 751 0.141666667     0.004000000    0.004000000
## 752 0.191666667     0.017666667    0.017666667
## 753 0.120833333     0.003416667    0.003416667
## 754 0.104166667     0.007000000    0.007000000
## 755 0.187500000     0.021625000    0.021625000
## 756 0.210416667     0.013041667    0.013041667
## 757 0.127083333     0.036416667    0.036416667
## 758 0.206250000     0.013333333    0.013333333
## 759 0.229166667     0.009166667    0.009166667
## 760 0.145833333     0.025750000    0.025750000
## 761 0.185416667     0.022500000    0.022500000
## 762 0.208333333     0.029625000    0.029625000
## 763 0.125000000     0.018666667    0.018666667
## 764 0.098560794     0.001637717    0.001637717
## 765 0.098560794     0.004714640    0.004714640
## 766 0.117791563     0.006004963    0.006004963
## 767 0.126625310     0.008337469    0.008337469
## 768 0.229508197     0.010163934    0.010163934
## 769 0.168085106     0.002411348    0.002411348
## 770 0.090683230     0.006180124    0.006180124
## 771 0.101758794     0.005854271    0.005854271
## 772 0.229508197     0.010163934    0.010163934
## 773 0.168085106     0.002411348    0.002411348
## 774 0.090683230     0.006180124    0.006180124
## 775 0.101758794     0.005854271    0.005854271
## 776 0.104656319     0.005920177    0.005920177
## 777 0.104656319     0.005920177    0.005920177
## 778 0.563750000     0.300500000    0.258093975
## 779 0.486250000     0.145000000    0.183847763
## 780 0.477500000     0.162625000    0.173241161
## 781 0.458750000     0.081375000    0.208596501
## 782 0.477500000     0.183875000    0.258093975
## 783 0.481250000     0.222750000    0.226274170
## 784 0.451250000     0.137875000    0.208596501
## 785 0.403750000     0.159125000    0.106066017
## 786 0.372500000     0.148500000    0.134350288
## 787 0.376250000     0.152000000    0.106066017
## 788 0.508750000     0.173250000    0.197989899
## 789 0.511250000     0.261625000    0.180312229
## 790 0.498750000     0.077750000    0.180312229
## 791 0.460000000     0.325250000    0.120208153
## 792 0.438750000     0.099000000    0.148492424
## 793 0.455000000     0.173250000    0.183847763
## 794 0.433750000     0.137875000    0.176776695
## 795 0.385000000     0.148500000    0.095459415
## 796 0.441250000     0.056625000    0.137885822
## 797 0.436250000     0.176750000    0.152027958
## 798 0.483750000     0.187375000    0.148492424
## 799 0.461250000     0.134375000    0.155563492
## 800 0.470000000     0.183875000    0.141421356
## 801 0.431250000     0.081375000    0.109601551
## 802 0.427500000     0.173250000    0.141421356
## 803 0.456250000     0.109625000    0.127279221
## 804 0.256557377     0.028688525    0.028688525
## 805 0.237828947     0.013289474    0.013289474
## 806 0.104794521     0.017726027    0.017726027
## 807 0.107186858     0.010841889    0.010841889
## 808 0.376229508     0.003934426    0.003934426
## 809 0.261842105     0.032500000    0.032500000
## 810 0.118493151     0.014739726    0.014739726
## 811 0.120123203     0.009425051    0.009425051
## 812 0.437704918     0.035901639    0.035901639
## 813 0.303618421     0.022763158    0.022763158
## 814 0.135616438     0.012328767    0.012328767
## 815 0.131416838     0.002381930    0.002381930
## 816 0.074434247     0.004164384    0.004164384
## 817 0.075608219     0.002054795    0.002054795
## 818 0.082260274     0.004643836    0.004643836
## 819 0.075105479     0.001068493    0.001068493
## 820 0.081753425     0.000589041    0.000589041
## 821 0.082935616     0.007876712    0.007876712
## 822 0.075049315     0.003123288    0.003123288
## 823 0.079487671     0.005356164    0.005356164
## 824 0.080269863     0.001767123    0.001767123
## 825 0.079934247     0.002794521    0.002794521
## 826 0.078684932     0.001164384    0.001164384
## 827 0.058579452     0.001397260    0.001397260
## 828 0.055856164     0.002602740    0.002602740
## 829 0.062656849     0.006315068    0.006315068
## 830 0.068710959     0.000342466    0.000342466
## 831 0.075510959     0.000479452    0.000479452
## 832 0.072788356     0.008958904    0.008958904
## 833 0.061047945     0.002972603    0.002972603
## 834 0.065582192     0.004095890    0.004095890
## 835 0.063767123     0.002904110    0.002904110
## 836 0.072336986     0.002123288    0.002123288
## 837 0.065683562     0.008000000    0.008000000
## 838 0.083150000     0.006205479    0.006205479
## 839 0.081894521     0.004191781    0.004191781
## 840 0.091217808     0.001794521    0.001794521
## 841 0.075699315     0.005383562    0.005383562
## 842 0.085022603     0.002808219    0.002808219
## 843 0.083767123     0.006835616    0.006835616
## 844 0.080247945     0.002287671    0.002287671
## 845 0.086463014     0.000315068    0.000315068
## 846 0.085626027     0.003684932    0.003684932
## 847 0.081493151     0.002575342    0.002575342
## 848 0.083458904     0.002410959    0.002410959
## 849 0.070033562     0.006520548    0.006520548
## 850 0.066268493     0.000328767    0.000328767
## 851 0.065541781     0.000369863    0.000369863
## 852 0.075931507     0.002753425    0.002753425
## 853 0.075205479     0.000191781    0.000191781
## 854 0.071440411     0.004739726    0.004739726
## 855 0.070739726     0.008671233    0.008671233
## 856 0.070260274     0.005945205    0.005945205
## 857 0.067750685     0.007315068    0.007315068
## 858 0.074193151     0.002164384    0.002164384
## 859 0.070798630     0.009246575    0.009246575
## 860 0.008024691     0.014814815    0.014814815
## 861 0.075198413     0.009523810    0.009523810
## 862 0.098841642     0.001642229    0.001642229
## 863 0.068022581     0.006209677    0.006209677
## 864 0.067563739     0.004376771    0.004376771
## 865 0.056048299     0.001317234    0.001317234
## 866 0.054793138     0.000696266    0.000696266
## 867 0.055009328     0.014412313    0.014412313
##          yi       vi     sei         zi   pval    ci.lb   ci.ub 
## 1   -0.0900   0.0059  0.0771    -1.1677 0.2429  -0.2412  0.0611 
## 2   -0.0427   0.0016  0.0401    -1.0652 0.2868  -0.1212  0.0359 
## 3   -0.0508   0.0078  0.0884    -0.5745 0.5656  -0.2240  0.1224 
## 4   -0.0263   0.0112  0.1058    -0.2486 0.8037  -0.2336  0.1811 
## 5   -0.0183   0.0065  0.0805    -0.2267 0.8206  -0.1761  0.1395 
## 6   -0.0096   0.0050  0.0707    -0.1356 0.8921  -0.1482  0.1290 
## 7   -0.0584   0.0056  0.0750    -0.7793 0.4358  -0.2054  0.0885 
## 8   -0.0596   0.0027  0.0515    -1.1564 0.2475  -0.1605  0.0414 
## 9   -0.0765   0.0023  0.0477    -1.6043 0.1087  -0.1699  0.0170 
## 10  -0.0724   0.0057  0.0754    -0.9605 0.3368  -0.2202  0.0754 
## 11  -0.0383   0.0029  0.0537    -0.7130 0.4759  -0.1434  0.0669 
## 12  -0.1102   0.0046  0.0676    -1.6286 0.1034  -0.2427  0.0224 
## 13  -0.1367   0.0081  0.0900    -1.5189 0.1288  -0.3130  0.0397 
## 14  -0.2829   0.0076  0.0872    -3.2438 0.0012  -0.4538 -0.1120 
## 15  -0.1850   0.0071  0.0841    -2.1995 0.0278  -0.3499 -0.0201 
## 16   0.0394   0.0159  0.1260     0.3128 0.7544  -0.2075  0.2864 
## 17  -0.2681   0.0093  0.0962    -2.7875 0.0053  -0.4567 -0.0796 
## 18  -0.2718   0.0069  0.0832    -3.2685 0.0011  -0.4348 -0.1088 
## 19  -0.0608   0.0060  0.0775    -0.7842 0.4329  -0.2127  0.0911 
## 20  -0.2642   0.0063  0.0791    -3.3386 0.0008  -0.4192 -0.1091 
## 21  -0.1940   0.0044  0.0660    -2.9388 0.0033  -0.3234 -0.0646 
## 22  -0.0402   0.0025  0.0496    -0.8109 0.4174  -0.1375  0.0570 
## 23  -0.0813   0.0039  0.0623    -1.3034 0.1924  -0.2035  0.0409 
## 24  -0.1105   0.0040  0.0633    -1.7465 0.0807  -0.2345  0.0135 
## 25  -0.2484   0.0120  0.1097    -2.2649 0.0235  -0.4634 -0.0334 
## 26  -0.0402   0.0003  0.0175    -2.2994 0.0215  -0.0745 -0.0059 
## 27  -0.0118   0.0000  0.0051    -2.3057 0.0211  -0.0218 -0.0018 
## 28  -0.0920   0.0016  0.0400    -2.3014 0.0214  -0.1703 -0.0136 
## 29  -0.0435   0.0004  0.0189    -2.3060 0.0211  -0.0804 -0.0065 
## 30  -0.0726   0.0010  0.0315    -2.3060 0.0211  -0.1344 -0.0109 
## 31  -0.2764   0.0151  0.1228    -2.2518 0.0243  -0.5170 -0.0358 
## 32  -0.2149   0.0089  0.0945    -2.2752 0.0229  -0.4001 -0.0298 
## 33  -0.1898   0.0069  0.0832    -2.2824 0.0225  -0.3529 -0.0268 
## 34  -0.1303   0.0032  0.0569    -2.2913 0.0219  -0.2418 -0.0188 
## 35  -0.0727   0.0010  0.0315    -2.3070 0.0211  -0.1345 -0.0109 
## 36  -0.0654   0.0008  0.0284    -2.3046 0.0212  -0.1209 -0.0098 
## 37   0.0211   0.0001  0.0090     2.3418 0.0192   0.0034  0.0387 
## 38  -0.1757   0.0059  0.0768    -2.2880 0.0221  -0.3261 -0.0252 
## 39  -0.0339   0.0011  0.0338    -1.0013 0.3167  -0.1001  0.0324 
## 40   0.0033   0.0000  0.0014     2.3278 0.0199   0.0005  0.0061 
## 41   0.0525   0.0005  0.0228     2.2970 0.0216   0.0077  0.0972 
## 42  -0.0020   0.0000  0.0009    -2.2023 0.0276  -0.0037 -0.0002 
## 43   0.3402   0.0203  0.1425     2.3878 0.0169   0.0610  0.6195 
## 44   0.0501   0.0103  0.1013     0.4943 0.6211  -0.1485  0.2486 
## 45   0.1167   0.0104  0.1022     1.1414 0.2537  -0.0837  0.3170 
## 46  -0.0868   0.0038  0.0616    -1.4091 0.1588  -0.2076  0.0339 
## 47   0.6337   0.0126  0.1122     5.6466 <.0001   0.4138  0.8537 
## 48   0.5856   0.0259  0.1610     3.6383 0.0003   0.2701  0.9011 
## 49   0.4760   0.0341  0.1846     2.5777 0.0099   0.1141  0.8378 
## 50   0.1593   0.0065  0.0806     1.9772 0.0480   0.0014  0.3172 
## 51  -0.0800   0.0235  0.1534    -0.5217 0.6019  -0.3808  0.2207 
## 52   0.1459   0.0216  0.1468     0.9934 0.3205  -0.1419  0.4336 
## 53   0.1761   0.0127  0.1129     1.5593 0.1189  -0.0452  0.3973 
## 54  -0.0642   0.0042  0.0645    -0.9945 0.3200  -0.1906  0.0623 
## 55   0.3048   0.0188  0.1370     2.2246 0.0261   0.0363  0.5733 
## 56   0.2156   0.0224  0.1497     1.4400 0.1499  -0.0779  0.5091 
## 57   0.0705   0.0074  0.0862     0.8182 0.4133  -0.0984  0.2395 
## 58   0.0755   0.0077  0.0876     0.8619 0.3887  -0.0962  0.2473 
## 59  -0.0230   0.0063  0.0796    -0.2890 0.7726  -0.1789  0.1329 
## 60  -0.0220   0.0043  0.0655    -0.3357 0.7371  -0.1503  0.1063 
## 61  -0.0933   0.0002  0.0131    -7.1286 <.0001  -0.1190 -0.0677 
## 62   0.0493   0.0000  0.0069     7.1566 <.0001   0.0358  0.0627 
## 63   0.1159   0.0003  0.0164     7.0699 <.0001   0.0837  0.1480 
## 64   0.1428   0.0004  0.0202     7.0654 <.0001   0.1032  0.1824 
## 65   0.1410   0.0004  0.0199     7.0877 <.0001   0.1020  0.1799 
## 66   0.1175   0.0003  0.0167     7.0559 <.0001   0.0849  0.1501 
## 67   0.0023   0.0000  0.0004     5.5340 <.0001   0.0015  0.0031 
## 68  -0.0546   0.0001  0.0076    -7.2019 <.0001  -0.0695 -0.0398 
## 69   0.1611   0.0005  0.0228     7.0794 <.0001   0.1165  0.2057 
## 70   0.2544   0.0013  0.0363     7.0018 <.0001   0.1832  0.3256 
## 71   0.1086   0.0002  0.0154     7.0623 <.0001   0.0784  0.1387 
## 72   0.0595   0.0001  0.0083     7.1830 <.0001   0.0433  0.0757 
## 73  -0.0219   0.0000  0.0030    -7.2536 <.0001  -0.0278 -0.0160 
## 74   0.0632   0.0001  0.0089     7.1069 <.0001   0.0458  0.0806 
## 75   0.2420   0.0012  0.0345     7.0038 <.0001   0.1742  0.3097 
## 76   0.0436   0.0000  0.0060     7.2593 <.0001   0.0318  0.0554 
## 77   0.0803   0.0001  0.0113     7.0774 <.0001   0.0581  0.1026 
## 78  -0.0113   0.0000  0.0016    -7.0019 <.0001  -0.0145 -0.0081 
## 79   0.2128   0.0009  0.0303     7.0290 <.0001   0.1535  0.2721 
## 80   0.0490   0.0000  0.0068     7.1979 <.0001   0.0357  0.0624 
## 81   0.0273   0.0000  0.0039     6.9699 <.0001   0.0196  0.0350 
## 82   0.2890   0.0017  0.0416     6.9507 <.0001   0.2075  0.3705 
## 83   0.1553   0.0005  0.0219     7.0839 <.0001   0.1123  0.1982 
## 84   0.2370   0.0011  0.0339     6.9980 <.0001   0.1706  0.3034 
## 85   0.2066   0.0009  0.0293     7.0406 <.0001   0.1491  0.2641 
## 86   0.2717   0.0015  0.0389     6.9790 <.0001   0.1954  0.3480 
## 87   0.1612   0.0005  0.0228     7.0616 <.0001   0.1165  0.2060 
## 88   0.3120   0.0020  0.0450     6.9294 <.0001   0.2237  0.4002 
## 89   0.5717   0.0655  0.2558     2.2346 0.0254   0.0703  1.0731 
## 90   0.0239   0.0001  0.0099     2.4083 0.0160   0.0045  0.0434 
## 91  -0.1858   0.0059  0.0767    -2.4227 0.0154  -0.3361 -0.0355 
## 92  -0.0953   0.0003  0.0172    -5.5523 <.0001  -0.1290 -0.0617 
## 93   0.2007   0.0013  0.0365     5.5024 <.0001   0.1292  0.2722 
## 94  -0.1178   0.0005  0.0212    -5.5446 <.0001  -0.1594 -0.0761 
## 95  -0.0870   0.0002  0.0157    -5.5548 <.0001  -0.1177 -0.0563 
## 96  -0.0931   0.0003  0.0168    -5.5530 <.0001  -0.1259 -0.0602 
## 97  -0.0313   0.0000  0.0056    -5.5654 <.0001  -0.0423 -0.0202 
## 98  -0.0690   0.1353  0.3678    -0.1876 0.8512  -0.7899  0.6519 
## 99  -0.0625   0.0331  0.1818    -0.3438 0.7310  -0.4189  0.2939 
## 100  0.0282   0.0220  0.1482     0.1900 0.8493  -0.2624  0.3187 
## 101  0.0690   0.0319  0.1785     0.3866 0.6991  -0.2808  0.4188 
## 102 -0.0770   0.0997  0.3158    -0.2437 0.8075  -0.6959  0.5420 
## 103 -0.0417   0.0254  0.1593    -0.2617 0.7936  -0.3538  0.2705 
## 104  0.0000   0.0147  0.1214     0.0000 1.0000  -0.2379  0.2379 
## 105 -0.1121   0.0203  0.1423    -0.7878 0.4308  -0.3910  0.1668 
## 106 -0.1823   0.0507  0.2251    -0.8100 0.4179  -0.6235  0.2588 
## 107 -0.1178   0.0317  0.1781    -0.6615 0.5083  -0.4668  0.2312 
## 108 -0.0220   0.0170  0.1305    -0.1684 0.8662  -0.2777  0.2338 
## 109 -0.0190   0.0194  0.1393    -0.1368 0.8912  -0.2920  0.2539 
## 110 -0.1671   0.1476  0.3842    -0.4348 0.6637  -0.9202  0.5861 
## 111  0.0000   0.0293  0.1711     0.0000 1.0000  -0.3354  0.3354 
## 112  0.0253   0.0120  0.1093     0.2316 0.8169  -0.1890  0.2396 
## 113 -0.0385   0.0200  0.1413    -0.2722 0.7855  -0.3154  0.2385 
## 114 -0.2364   0.0872  0.2953    -0.8005 0.4234  -0.8152  0.3424 
## 115 -0.1512   0.0227  0.1507    -1.0037 0.3155  -0.4465  0.1441 
## 116 -0.0902   0.0093  0.0964    -0.9348 0.3499  -0.2792  0.0989 
## 117  0.0000   0.0061  0.0779     0.0000 1.0000  -0.1526  0.1526 
## 118 -0.2683   0.0814  0.2854    -0.9401 0.3472  -0.8275  0.2910 
## 119 -0.1100   0.0247  0.1571    -0.7003 0.4837  -0.4178  0.1978 
## 120 -0.0632   0.0116  0.1077    -0.5867 0.5574  -0.2742  0.1479 
## 121  0.0333   0.0137  0.1172     0.2844 0.7761  -0.1964  0.2631 
## 122 -0.1759   0.0058  0.0764    -2.3021 0.0213  -0.3256 -0.0261 
## 123 -0.4073   0.0342  0.1849    -2.2032 0.0276  -0.7696 -0.0450 
## 124 -0.1068   0.0022  0.0464    -2.3013 0.0214  -0.1977 -0.0158 
## 125  0.1381   0.0036  0.0602     2.2936 0.0218   0.0201  0.2561 
## 126 -0.1325   0.0033  0.0577    -2.2948 0.0217  -0.2456 -0.0193 
## 127 -1.0424   0.3566  0.5971    -1.7456 0.0809  -2.2128  0.1280 
## 128  0.0329   0.0002  0.0142     2.3145 0.0206   0.0050  0.0607 
## 129 -0.1979   0.0075  0.0868    -2.2797 0.0226  -0.3681 -0.0278 
## 130 -0.0807   0.0012  0.0351    -2.2993 0.0215  -0.1494 -0.0119 
## 131 -0.0380   0.0003  0.0165    -2.3002 0.0214  -0.0705 -0.0056 
## 132 -0.2724   0.0146  0.1210    -2.2508 0.0244  -0.5096 -0.0352 
## 133 -0.3313   0.0220  0.1482    -2.2362 0.0253  -0.6217 -0.0409 
## 134 -0.1589   0.0048  0.0694    -2.2896 0.0220  -0.2949 -0.0229 
## 135 -0.0986   0.0018  0.0428    -2.3011 0.0214  -0.1825 -0.0146 
## 136 -0.0686   0.0009  0.0298    -2.3030 0.0213  -0.1269 -0.0102 
## 137 -0.0248   0.0019  0.0431    -0.5746 0.5656  -0.1093  0.0598 
## 138  0.0569   0.0039  0.0624     0.9116 0.3620  -0.0654  0.1791 
## 139  0.0201   0.0022  0.0469     0.4283 0.6685  -0.0718  0.1119 
## 140 -0.1513   0.0020  0.0451    -3.3554 0.0008  -0.2397 -0.0629 
## 141 -0.2938   0.0453  0.2129    -1.3804 0.1675  -0.7110  0.1234 
## 142 -0.2036   0.0192  0.1385    -1.4706 0.1414  -0.4750  0.0678 
## 143 -0.1393   0.0109  0.1044    -1.3347 0.1820  -0.3439  0.0653 
## 144 -0.0545   0.0284  0.1686    -0.3230 0.7467  -0.3849  0.2760 
## 145 -0.1214   0.0364  0.1907    -0.6366 0.5244  -0.4951  0.2523 
## 146 -0.0943   0.0167  0.1292    -0.7303 0.4652  -0.3476  0.1589 
## 147 -0.0048   0.0116  0.1077    -0.0450 0.9641  -0.2159  0.2062 
## 148 -0.0504   0.0878  0.2964    -0.1701 0.8649  -0.6313  0.5304 
## 149 -0.1915   0.0157  0.1252    -1.5287 0.1263  -0.4369  0.0540 
## 150 -0.2411   0.0582  0.2413    -0.9993 0.3177  -0.7141  0.2318 
## 151 -0.4796   0.0158  0.1258    -3.8114 0.0001  -0.7263 -0.2330 
## 152  0.1035   0.0029  0.0540     1.9171 0.0552  -0.0023  0.2092 
## 153  0.0252   0.0100  0.0999     0.2527 0.8005  -0.1705  0.2210 
## 154  0.2350   0.0022  0.0470     5.0059 <.0001   0.1430  0.3271 
## 155  0.1362   0.0012  0.0351     3.8813 0.0001   0.0674  0.2050 
## 156 -0.0062   0.0034  0.0581    -0.1071 0.9147  -0.1200  0.1076 
## 157  0.0376   0.0016  0.0404     0.9320 0.3513  -0.0415  0.1167 
## 158 -0.0574   0.0010  0.0315    -1.8231 0.0683  -0.1191  0.0043 
## 159  0.1633   0.0010  0.0318     5.1417 <.0001   0.1011  0.2256 
## 160  0.1208   0.0008  0.0291     4.1553 <.0001   0.0638  0.1778 
## 161  0.0820   0.0007  0.0258     3.1844 0.0015   0.0315  0.1325 
## 162  0.2185   0.0036  0.0603     3.6248 0.0003   0.1004  0.3366 
## 163  0.1883   0.0028  0.0524     3.5912 0.0003   0.0855  0.2911 
## 164  0.1000   0.0014  0.0378     2.6448 0.0082   0.0259  0.1741 
## 165  0.0065   0.0005  0.0213     0.3044 0.7608  -0.0353  0.0482 
## 166  0.1795   0.0007  0.0261     6.8843 <.0001   0.1284  0.2306 
## 167  0.1019   0.0005  0.0219     4.6445 <.0001   0.0589  0.1449 
## 168  0.0647   0.0008  0.0288     2.2486 0.0245   0.0083  0.1210 
## 169  0.0323   0.0011  0.0326     0.9915 0.3214  -0.0316  0.0962 
## 170  0.0509   0.0009  0.0295     1.7266 0.0842  -0.0069  0.1086 
## 171  0.1307   0.0009  0.0294     4.4500 <.0001   0.0732  0.1883 
## 172  0.0290   0.0006  0.0255     1.1383 0.2550  -0.0209  0.0789 
## 173  0.0206   0.0018  0.0424     0.4848 0.6278  -0.0626  0.1037 
## 174  0.1106   0.0005  0.0231     4.7802 <.0001   0.0652  0.1559 
## 175  0.0932   0.0018  0.0429     2.1735 0.0297   0.0092  0.1772 
## 176  0.1986   0.0257  0.1603     1.2390 0.2154  -0.1156  0.5127 
## 177 -0.1605   0.0045  0.0669    -2.3995 0.0164  -0.2916 -0.0294 
## 178  0.0384   0.0013  0.0355     1.0814 0.2795  -0.0312  0.1079 
## 179 -0.0286   0.0029  0.0535    -0.5354 0.5924  -0.1334  0.0762 
## 180  0.1597   0.0046  0.0679     2.3526 0.0186   0.0267  0.2928 
## 181 -0.0922   0.0062  0.0789    -1.1682 0.2427  -0.2468  0.0625 
## 182 -0.0958   0.0015  0.0382    -2.5097 0.0121  -0.1705 -0.0210 
## 183 -0.0617   0.0024  0.0485    -1.2722 0.2033  -0.1568  0.0334 
## 184  0.0122   0.0000  0.0065     1.8865 0.0592  -0.0005  0.0249 
## 185  0.0688   0.0010  0.0315     2.1868 0.0288   0.0071  0.1305 
## 186  0.0000   0.0000  0.0020     0.0000 1.0000  -0.0039  0.0039 
## 187 -0.0434   0.0004  0.0203    -2.1389 0.0324  -0.0832 -0.0036 
## 188 -0.0901   0.0017  0.0408    -2.2095 0.0271  -0.1700 -0.0102 
## 189  0.1318   0.0038  0.0614     2.1470 0.0318   0.0115  0.2521 
## 190 -0.0990   0.0025  0.0495    -1.9979 0.0457  -0.1960 -0.0019 
## 191  0.0619   0.0009  0.0308     2.0101 0.0444   0.0015  0.1223 
## 192  0.0000   0.0000  0.0002     0.0000 1.0000  -0.0005  0.0005 
## 193 -0.0303   0.0002  0.0150    -2.0187 0.0435  -0.0597 -0.0009 
## 194  0.0909   0.0678  0.2604     0.3492 0.7270  -0.4194  0.6012 
## 195  0.1098   0.0199  0.1412     0.7779 0.4366  -0.1669  0.3866 
## 196  0.0307   0.0132  0.1147     0.2677 0.7889  -0.1941  0.2555 
## 197  0.0210   0.0061  0.0783     0.2686 0.7883  -0.1324  0.1745 
## 198  0.0310   0.0038  0.0614     0.5049 0.6136  -0.0893  0.1513 
## 199  0.0366   0.0015  0.0388     0.9432 0.3456  -0.0395  0.1127 
## 200  0.0801   0.0107  0.1036     0.7726 0.4398  -0.1231  0.2832 
## 201  0.0151   0.0067  0.0822     0.1832 0.8546  -0.1460  0.1761 
## 202  0.0361   0.0075  0.0868     0.4153 0.6779  -0.1341  0.2062 
## 203  0.1016   0.0075  0.0867     1.1724 0.2410  -0.0683  0.2715 
## 204  0.0207   0.0047  0.0689     0.3010 0.7634  -0.1143  0.1557 
## 205 -0.1022   0.0045  0.0674    -1.5171 0.1292  -0.2342  0.0298 
## 206 -0.0122   0.0050  0.0708    -0.1723 0.8632  -0.1510  0.1266 
## 207 -0.0297   0.0030  0.0545    -0.5448 0.5859  -0.1366  0.0772 
## 208 -0.0175   0.0045  0.0670    -0.2618 0.7935  -0.1489  0.1138 
## 209  0.0606   0.0069  0.0833     0.7271 0.4671  -0.1027  0.2238 
## 210  0.1018   0.0066  0.0813     1.2519 0.2106  -0.0576  0.2612 
## 211  0.0710   0.0156  0.1248     0.5690 0.5694  -0.1735  0.3155 
## 212 -0.0016   0.0423  0.2056    -0.0080 0.9936  -0.4046  0.4013 
## 213  0.0641   0.0100  0.1002     0.6402 0.5220  -0.1322  0.2605 
## 214  0.1003   0.0398  0.1994     0.5028 0.6151  -0.2905  0.4910 
## 215  0.0855   0.0186  0.1362     0.6273 0.5304  -0.1816  0.3525 
## 216  0.0209   0.0000  0.0032     6.5445 <.0001   0.0146  0.0271 
## 217  0.0544   0.0000  0.0009    58.5675 <.0001   0.0526  0.0562 
## 218  0.0344   0.0000  0.0009    37.2649 <.0001   0.0326  0.0362 
## 219  0.0336   0.0000  0.0018    18.6276 <.0001   0.0301  0.0371 
## 220  0.0876   0.0000  0.0014    62.1629 <.0001   0.0848  0.0904 
## 221  0.0393   0.0000  0.0008    46.2680 <.0001   0.0376  0.0409 
## 222 -0.3293   0.0000  0.0005  -670.9222 <.0001  -0.3303 -0.3284 
## 223 -0.4145   0.0000  0.0007  -615.1735 <.0001  -0.4159 -0.4132 
## 224 -0.2402   0.0000  0.0012  -205.0770 <.0001  -0.2425 -0.2379 
## 225 -0.3945   0.0000  0.0006  -696.4463 <.0001  -0.3956 -0.3934 
## 226 -0.1500   0.1024  0.3200    -0.4688 0.6392  -0.7772  0.4772 
## 227 -0.0247   0.0861  0.2934    -0.0841 0.9329  -0.5998  0.5505 
## 228  0.1121   0.1243  0.3525     0.3181 0.7504  -0.5788  0.8031 
## 229 -0.0768   0.0876  0.2960    -0.2593 0.7954  -0.6569  0.5034 
## 230 -0.1771   0.0740  0.2721    -0.6510 0.5150  -0.7103  0.3561 
## 231 -0.1645   0.0640  0.2530    -0.6502 0.5156  -0.6603  0.3314 
## 232 -0.2308   0.0293  0.1711    -1.3488 0.1774  -0.5662  0.1046 
## 233 -0.2474   0.0614  0.2477    -0.9986 0.3180  -0.7330  0.2382 
## 234 -0.2150   0.0371  0.1926    -1.1161 0.2644  -0.5924  0.1625 
## 235  0.0396   0.0470  0.2167     0.1826 0.8552  -0.3851  0.4643 
## 236 -0.1794   0.0480  0.2191    -0.8190 0.4128  -0.6088  0.2500 
## 237 -0.0632   0.0174  0.1317    -0.4799 0.6313  -0.3214  0.1950 
## 238 -0.0575   0.0343  0.1852    -0.3102 0.7564  -0.4205  0.3056 
## 239  0.0199   0.0436  0.2089     0.0955 0.9239  -0.3894  0.4293 
## 240 -0.2050   0.0472  0.2172    -0.9437 0.3453  -0.6307  0.2207 
## 241 -0.1457   0.0317  0.1781    -0.8179 0.4134  -0.4949  0.2034 
## 242 -0.1860   0.0265  0.1629    -1.1416 0.2536  -0.5053  0.1333 
## 243 -0.0344   0.0333  0.1826    -0.1886 0.8504  -0.3923  0.3235 
## 244 -0.0981   0.0125  0.1118    -0.8770 0.3805  -0.3173  0.1211 
## 245 -0.1024   0.0137  0.1169    -0.8762 0.3809  -0.3316  0.1267 
## 246 -0.1075   0.0153  0.1237    -0.8694 0.3847  -0.3500  0.1349 
## 247 -0.1230   0.0248  0.1576    -0.7803 0.4352  -0.4318  0.1859 
## 248 -0.1388   0.0249  0.1577    -0.8798 0.3790  -0.4480  0.1704 
## 249 -0.2904   0.0199  0.1411    -2.0587 0.0395  -0.5669 -0.0139 
## 250  0.0673   0.0108  0.1038     0.6480 0.5170  -0.1362  0.2707 
## 251 -0.0186   0.0077  0.0877    -0.2124 0.8318  -0.1906  0.1533 
## 252 -0.0790   0.0071  0.0840    -0.9398 0.3473  -0.2437  0.0857 
## 253  0.0326   0.0184  0.1357     0.2401 0.8103  -0.2334  0.2986 
## 254 -0.0710   0.0106  0.1030    -0.6891 0.4908  -0.2728  0.1309 
## 255 -0.0547   0.0175  0.1321    -0.4140 0.6789  -0.3136  0.2043 
## 256  0.1223   0.0137  0.1171     1.0443 0.2963  -0.1072  0.3518 
## 257 -0.0487   0.0179  0.1338    -0.3644 0.7156  -0.3109  0.2134 
## 258 -0.2104   0.0094  0.0970    -2.1681 0.0302  -0.4006 -0.0202 
## 259 -0.0479   0.0239  0.1546    -0.3097 0.7568  -0.3508  0.2551 
## 260  0.0031   0.0049  0.0701     0.0448 0.9643  -0.1342  0.1405 
## 261  0.0166   0.0058  0.0759     0.2187 0.8268  -0.1322  0.1654 
## 262 -0.0665   0.0039  0.0625    -1.0640 0.2873  -0.1889  0.0560 
## 263 -0.3140   0.0048  0.0691    -4.5424 <.0001  -0.4495 -0.1785 
## 264  3.2906  15.2999  3.9115     0.8413 0.4002  -4.3758 10.9571 
## 265 -0.4304   7.2029  2.6838    -0.1604 0.8726  -5.6906  4.8298 
## 266 -0.1002   1.6116  1.2695    -0.0790 0.9371  -2.5884  2.3879 
## 267 -0.0144   0.5995  0.7743    -0.0186 0.9851  -1.5319  1.5031 
## 268  0.0515   0.5471  0.7396     0.0697 0.9444  -1.3981  1.5012 
## 269  0.2840   0.4982  0.7059     0.4024 0.6874  -1.0994  1.6675 
## 270 -0.0253   0.6494  0.8058    -0.0314 0.9749  -1.6047  1.5541 
## 271 -0.0830   0.3342  0.5781    -0.1436 0.8858  -1.2161  1.0501 
## 272  0.0384   0.1459  0.3820     0.1006 0.9199  -0.7103  0.7872 
## 273  0.0211   0.1687  0.4107     0.0514 0.9590  -0.7838  0.8260 
## 274  0.0541   0.1200  0.3464     0.1562 0.8759  -0.6249  0.7331 
## 275  0.0794   0.0774  0.2782     0.2852 0.7755  -0.4660  0.6247 
## 276 -0.0224 237.4100 15.4081    -0.0015 0.9988 -30.2218 30.1769 
## 277 -0.1765   4.7326  2.1755    -0.0812 0.9353  -4.4404  4.0873 
## 278 -0.0565   1.8794  1.3709    -0.0412 0.9672  -2.7434  2.6305 
## 279  0.0666   0.6706  0.8189     0.0813 0.9352  -1.5384  1.6716 
## 280 -0.0429   0.3926  0.6266    -0.0685 0.9454  -1.2710  1.1852 
## 281 -0.1762   0.6102  0.7811    -0.2256 0.8215  -1.7072  1.3548 
## 282 -0.0174   0.3459  0.5882    -0.0296 0.9764  -1.1702  1.1353 
## 283 -0.1062   0.2875  0.5362    -0.1981 0.8430  -1.1571  0.9447 
## 284 -0.0193   0.0825  0.2872    -0.0672 0.9464  -0.5822  0.5436 
## 285  0.0237   0.0827  0.2876     0.0823 0.9344  -0.5399  0.5873 
## 286 -0.1157   0.0511  0.2261    -0.5115 0.6090  -0.5589  0.3276 
## 287 -0.0030   0.0821  0.2865    -0.0106 0.9916  -0.5646  0.5586 
## 288 -0.0845  41.5932  6.4493    -0.0131 0.9895 -12.7248 12.5559 
## 289  0.2523   5.7921  2.4067     0.1048 0.9165  -4.4647  4.9693 
## 290  0.2060   2.6977  1.6425     0.1254 0.9002  -3.0132  3.4251 
## 291  0.0943   0.4002  0.6326     0.1491 0.8815  -1.1455  1.3342 
## 292  0.0248   0.3769  0.6139     0.0405 0.9677  -1.1784  1.2281 
## 293  0.0299   0.3979  0.6308     0.0474 0.9622  -1.2065  1.2663 
## 294 -0.0492   0.3005  0.5482    -0.0897 0.9286  -1.1236  1.0253 
## 295  0.0335   0.2753  0.5247     0.0638 0.9491  -0.9949  1.0619 
## 296  0.0375   0.0815  0.2855     0.1312 0.8956  -0.5222  0.5971 
## 297  0.0291   0.0651  0.2551     0.1141 0.9092  -0.4709  0.5291 
## 298  0.0207   0.0845  0.2907     0.0713 0.9432  -0.5491  0.5905 
## 299 -0.0050   0.0506  0.2249    -0.0222 0.9823  -0.4457  0.4357 
## 300 -0.1000   0.0015  0.0384    -2.6069 0.0091  -0.1752 -0.0248 
## 301 -0.1863   0.0049  0.0699    -2.6633 0.0077  -0.3233 -0.0492 
## 302 -0.0104   0.0151  0.1230    -0.0847 0.9325  -0.2515  0.2307 
## 303 -0.1332   0.0015  0.0393    -3.3906 0.0007  -0.2102 -0.0562 
## 304 -0.0504   0.0118  0.1086    -0.4635 0.6430  -0.2633  0.1626 
## 305 -0.1959   0.0015  0.0387    -5.0665 <.0001  -0.2717 -0.1201 
## 306 -0.2749   0.0020  0.0451    -6.0907 <.0001  -0.3633 -0.1864 
## 307 -0.0019   0.0003  0.0160    -0.1200 0.9045  -0.0334  0.0295 
## 308 -0.1994   0.0022  0.0465    -4.2872 <.0001  -0.2906 -0.1083 
## 309 -0.1606   0.0018  0.0425    -3.7762 0.0002  -0.2440 -0.0773 
## 310 -0.1072   0.0010  0.0313    -3.4290 0.0006  -0.1684 -0.0459 
## 311 -0.1236   0.0025  0.0496    -2.4928 0.0127  -0.2208 -0.0264 
## 312 -0.0247   0.0011  0.0329    -0.7495 0.4536  -0.0893  0.0399 
## 313 -0.1870   0.0046  0.0681    -2.7479 0.0060  -0.3204 -0.0536 
## 314 -0.0750   0.0007  0.0271    -2.7703 0.0056  -0.1280 -0.0219 
## 315 -0.0987   0.0013  0.0357    -2.7628 0.0057  -0.1686 -0.0287 
## 316 -0.1875   0.0019  0.0431    -4.3526 <.0001  -0.2719 -0.1031 
## 317 -0.0749   0.0042  0.0650    -1.1519 0.2494  -0.2023  0.0525 
## 318 -0.0984   0.0024  0.0491    -2.0043 0.0450  -0.1945 -0.0022 
## 319 -0.2050   0.0013  0.0366    -5.5973 <.0001  -0.2767 -0.1332 
## 320 -0.2106   0.0017  0.0417    -5.0491 <.0001  -0.2923 -0.1288 
## 321 -0.0840   0.0051  0.0712    -1.1793 0.2383  -0.2236  0.0556 
## 322 -0.0866   0.0084  0.0918    -0.9426 0.3459  -0.2666  0.0934 
## 323 -0.1028   0.0060  0.0775    -1.3261 0.1848  -0.2548  0.0491 
## 324 -0.0861   0.0078  0.0884    -0.9730 0.3305  -0.2594  0.0873 
## 325 -0.0964   0.0046  0.0677    -1.4234 0.1546  -0.2292  0.0363 
## 326 -0.0717   0.0094  0.0969    -0.7402 0.4592  -0.2617  0.1182 
## 327 -0.0876   0.0064  0.0802    -1.0929 0.2744  -0.2447  0.0695 
## 328 -0.1076   0.0055  0.0741    -1.4522 0.1465  -0.2529  0.0376 
## 329 -0.0698   0.0096  0.0979    -0.7131 0.4758  -0.2618  0.1221 
## 330 -0.0952   0.0072  0.0847    -1.1231 0.2614  -0.2612  0.0709 
## 331 -0.1209   0.0057  0.0755    -1.6012 0.1093  -0.2689  0.0271 
## 332 -0.0619   0.0061  0.0783    -0.7912 0.4289  -0.2153  0.0915 
## 333 -0.0820   0.0149  0.1223    -0.6707 0.5024  -0.3216  0.1576 
## 334 -0.0990   0.0078  0.0886    -1.1174 0.2638  -0.2726  0.0746 
## 335 -0.0864   0.0062  0.0785    -1.1007 0.2710  -0.2402  0.0674 
## 336 -0.0872   0.0039  0.0626    -1.3931 0.1636  -0.2099  0.0355 
## 337 -0.0721   0.0144  0.1201    -0.5998 0.5486  -0.3075  0.1634 
## 338 -0.1152   0.0049  0.0697    -1.6518 0.0986  -0.2519  0.0215 
## 339 -0.0916   0.0056  0.0752    -1.2193 0.2227  -0.2390  0.0557 
## 340 -0.0662   0.0116  0.1076    -0.6150 0.5386  -0.2771  0.1448 
## 341 -0.0843   0.0123  0.1110    -0.7598 0.4474  -0.3019  0.1332 
## 342 -0.1505   0.0038  0.0617    -2.4393 0.0147  -0.2714 -0.0296 
## 343 -0.0768   0.0000  0.0012   -62.9942 <.0001  -0.0792 -0.0744 
## 344 -0.0927   0.0000  0.0009   -99.1789 <.0001  -0.0945 -0.0909 
## 345 -0.0719   0.0000  0.0011   -62.8099 <.0001  -0.0741 -0.0697 
## 346 -0.1003   0.0000  0.0013   -77.9035 <.0001  -0.1028 -0.0978 
## 347 -0.0435   0.0295  0.1717    -0.2532 0.8001  -0.3799  0.2930 
## 348 -0.0082   0.0388  0.1971    -0.0415 0.9669  -0.3944  0.3781 
## 349 -0.0011   0.0254  0.1594    -0.0070 0.9944  -0.3136  0.3114 
## 350 -0.0659   0.0304  0.1743    -0.3779 0.7055  -0.4075  0.2758 
## 351  0.0616   0.0287  0.1696     0.3632 0.7165  -0.2707  0.3939 
## 352  0.0895   0.0073  0.0852     1.0503 0.2936  -0.0775  0.2564 
## 353  0.1405   0.0140  0.1184     1.1865 0.2354  -0.0916  0.3726 
## 354  0.0325   0.0210  0.1449     0.2244 0.8224  -0.2515  0.3165 
## 355  0.0619   0.0121  0.1100     0.5625 0.5738  -0.1537  0.2774 
## 356  0.1003   0.0113  0.1063     0.9438 0.3453  -0.1080  0.3087 
## 357 -0.0314   0.0092  0.0958    -0.3281 0.7428  -0.2192  0.1563 
## 358 -0.0024   0.0088  0.0936    -0.0260 0.9793  -0.1859  0.1810 
## 359  0.0441   0.0043  0.0659     0.6684 0.5039  -0.0851  0.1733 
## 360  0.0951   0.0027  0.0516     1.8430 0.0653  -0.0060  0.1961 
## 361 -0.0590   0.0020  0.0448    -1.3173 0.1877  -0.1468  0.0288 
## 362  0.0111   0.0012  0.0353     0.3158 0.7522  -0.0580  0.0802 
## 363  0.1472   0.0005  0.0224     6.5614 <.0001   0.1033  0.1912 
## 364  0.0492   0.0015  0.0389     1.2639 0.2063  -0.0271  0.1254 
## 365 -0.1957   0.0013  0.0359    -5.4543 <.0001  -0.2660 -0.1254 
## 366 -0.0482   0.0004  0.0202    -2.3830 0.0172  -0.0878 -0.0086 
## 367 -0.0624   0.0008  0.0287    -2.1764 0.0295  -0.1186 -0.0062 
## 368 -0.0952   0.0002  0.0143    -6.6589 <.0001  -0.1232 -0.0672 
## 369 -0.0838   0.0005  0.0227    -3.6957 0.0002  -0.1283 -0.0394 
## 370  0.0270   0.0004  0.0205     1.3174 0.1877  -0.0132  0.0672 
## 371 -0.0554   0.0002  0.0150    -3.6951 0.0002  -0.0848 -0.0260 
## 372 -0.0701   0.0004  0.0194    -3.6079 0.0003  -0.1083 -0.0320 
## 373 -0.0155   0.0567  0.2380    -0.0650 0.9481  -0.4820  0.4511 
## 374 -0.1105   0.0339  0.1842    -0.6002 0.5484  -0.4715  0.2504 
## 375 -0.0475   0.0460  0.2144    -0.2213 0.8248  -0.4677  0.3728 
## 376 -0.1881   0.0779  0.2791    -0.6739 0.5004  -0.7352  0.3590 
## 377 -0.2727   0.1583  0.3978    -0.6855 0.4930  -1.0524  0.5070 
## 378  0.0208   0.0040  0.0633     0.3291 0.7421  -0.1033  0.1449 
## 379 -0.0330   0.0433  0.2081    -0.1586 0.8740  -0.4408  0.3748 
## 380  0.0369   0.0183  0.1351     0.2727 0.7851  -0.2280  0.3017 
## 381  0.5806   2.3020  1.5172     0.3827 0.7020  -2.3931  3.5543 
## 382 -0.1932   0.1119  0.3345    -0.5775 0.5636  -0.8488  0.4625 
## 383 -0.0746   0.0719  0.2681    -0.2782 0.7809  -0.6002  0.4510 
## 384 -0.2909   0.0932  0.3053    -0.9528 0.3407  -0.8893  0.3075 
## 385  0.0405   0.0293  0.1713     0.2362 0.8133  -0.2953  0.3762 
## 386 -0.3268   0.2031  0.4506    -0.7251 0.4684  -1.2100  0.5565 
## 387  0.0116   0.0194  0.1393     0.0835 0.9335  -0.2614  0.2847 
## 388 -0.8734   1.5212  1.2334    -0.7081 0.4789  -3.2908  1.5440 
## 389 -0.4122   0.2162  0.4649    -0.8865 0.3753  -1.3234  0.4991 
## 390 -0.2338   0.3815  0.6177    -0.3786 0.7050  -1.4445  0.9768 
## 391 -0.0284   0.0825  0.2872    -0.0989 0.9212  -0.5913  0.5345 
## 392 -1.3283   1.3648  1.1682    -1.1370 0.2555  -3.6180  0.9614 
## 393 -0.9258   0.3503  0.5919    -1.5643 0.1178  -2.0859  0.2342 
## 394 -0.9339   0.3931  0.6270    -1.4895 0.1364  -2.1627  0.2950 
## 395 -0.6100   0.1132  0.3364    -1.8132 0.0698  -1.2694  0.0494 
## 396 -1.3317   0.7472  0.8644    -1.5406 0.1234  -3.0258  0.3625 
## 397 -1.0579   0.4433  0.6658    -1.5888 0.1121  -2.3629  0.2471 
## 398 -0.9574   0.2688  0.5184    -1.8468 0.0648  -1.9735  0.0587 
## 399 -0.2747   0.1829  0.4277    -0.6424 0.5206  -1.1130  0.5635 
## 400 -1.1067   1.2189  1.1040    -1.0024 0.3161  -3.2705  1.0572 
## 401 -0.4527   0.2175  0.4663    -0.9707 0.3317  -1.3667  0.4613 
## 402 -0.6767   0.1906  0.4366    -1.5499 0.1212  -1.5325  0.1790 
## 403 -0.6783   3.4886  1.8678    -0.3631 0.7165  -4.3390  2.9825 
## 404  0.6887   0.2876  0.5363     1.2841 0.1991  -0.3625  1.7398 
## 405 -0.6406   0.4658  0.6825    -0.9385 0.3480  -1.9783  0.6971 
## 406 -0.1158   0.1417  0.3764    -0.3076 0.7584  -0.8536  0.6220 
## 407  0.0382   0.1406  0.3750     0.1019 0.9188  -0.6967  0.7731 
## 408 -0.0922   0.0195  0.1398    -0.6595 0.5096  -0.3661  0.1818 
## 409 -0.3620   0.0976  0.3124    -1.1589 0.2465  -0.9743  0.2502 
## 410  0.7568   0.0383  0.1958     3.8649 0.0001   0.3730  1.1406 
## 411 -0.6133   1.1741  1.0836    -0.5660 0.5714  -2.7371  1.5105 
## 412 -0.3596   0.1171  0.3422    -1.0508 0.2934  -1.0303  0.3111 
## 413 -0.0757   0.4230  0.6504    -0.1164 0.9073  -1.3505  1.1991 
## 414  0.7753   0.3282  0.5729     1.3533 0.1759  -0.3475  1.8981 
## 415  0.1980   0.1945  0.4410     0.4490 0.6535  -0.6663  1.0623 
## 416  0.0528   0.0643  0.2536     0.2081 0.8352  -0.4443  0.5499 
## 417  0.2215   0.0593  0.2436     0.9092 0.3633  -0.2560  0.6989 
## 418 -0.1391   0.0205  0.1431    -0.9723 0.3309  -0.4195  0.1413 
## 419 -2.1931 146.2428 12.0931    -0.1814 0.8561 -25.8951 21.5089 
## 420  1.3094  13.8052  3.7155     0.3524 0.7245  -5.9729  8.5917 
## 421 -0.1651   0.2316  0.4812    -0.3431 0.7315  -1.1082  0.7780 
## 422  0.0480   0.3541  0.5951     0.0806 0.9358  -1.1184  1.2143 
## 423 -0.1082   1.2263  1.1074    -0.0977 0.9221  -2.2787  2.0622 
## 424 -0.3257   0.2000  0.4473    -0.7281 0.4665  -1.2023  0.5510 
## 425 -0.0082   0.1990  0.4461    -0.0184 0.9853  -0.8825  0.8661 
## 426 -1.3486   0.3866  0.6218    -2.1689 0.0301  -2.5673 -0.1299 
## 427 -0.3566   1.1951  1.0932    -0.3262 0.7443  -2.4993  1.7861 
## 428  0.2800   0.2715  0.5211     0.5373 0.5911  -0.7413  1.3013 
## 429 -1.7435  14.5084  3.8090    -0.4577 0.6472  -9.2090  5.7220 
## 430 -0.4570   0.2489  0.4989    -0.9160 0.3597  -1.4349  0.5208 
## 431 -0.1076   0.3633  0.6027    -0.1786 0.8583  -1.2890  1.0737 
## 432 -0.0992   0.1617  0.4021    -0.2466 0.8052  -0.8873  0.6890 
## 433 -1.7276   5.1726  2.2743    -0.7596 0.4475  -6.1852  2.7300 
## 434 -0.5365   0.3954  0.6288    -0.8532 0.3936  -1.7690  0.6960 
## 435 -0.5924   0.1955  0.4422    -1.3399 0.1803  -1.4590  0.2742 
## 436  0.0152   0.0893  0.2989     0.0508 0.9595  -0.5706  0.6009 
## 437 -2.4529  29.7865  5.4577    -0.4494 0.6531 -13.1498  8.2440 
## 438 -0.5387   0.3492  0.5909    -0.9116 0.3620  -1.6969  0.6196 
## 439  0.0950   1.8063  1.3440     0.0707 0.9436  -2.5391  2.7292 
## 440 -0.1727   0.0686  0.2619    -0.6597 0.5095  -0.6860  0.3405 
## 441 -1.3420   0.5528  0.7435    -1.8048 0.0711  -2.7993  0.1153 
## 442 -0.5313   0.4004  0.6328    -0.8396 0.4011  -1.7716  0.7090 
## 443 -0.0024   0.1016  0.3187    -0.0077 0.9939  -0.6271  0.6223 
## 444 -0.9315   0.5508  0.7421    -1.2551 0.2095  -2.3860  0.5231 
## 445 -0.3604   0.4743  0.6887    -0.5233 0.6008  -1.7102  0.9895 
## 446 -0.1663   0.0752  0.2742    -0.6065 0.5442  -0.7038  0.3712 
## 447 -1.0297   3.2934  1.8148    -0.5674 0.5704  -4.5866  2.5272 
## 448 -0.5720   0.3367  0.5803    -0.9857 0.3243  -1.7093  0.5653 
## 449 -0.2409   0.2840  0.5329    -0.4520 0.6513  -1.2853  0.8035 
## 450  0.0649   0.1540  0.3924     0.1655 0.8685  -0.7041  0.8340 
## 451 -0.6456   0.1916  0.4377    -1.4748 0.1403  -1.5035  0.2124 
## 452 -0.1775   0.0474  0.2176    -0.8156 0.4147  -0.6040  0.2491 
## 453 -0.0768   0.1128  0.3358    -0.2287 0.8191  -0.7351  0.5814 
## 454 -0.0916   0.0640  0.2529    -0.3622 0.7172  -0.5873  0.4041 
## 455 -0.1646   0.4725  0.6874    -0.2395 0.8107  -1.5118  1.1826 
## 456 -0.1150   0.0400  0.2001    -0.5750 0.5653  -0.5071  0.2771 
## 457  0.1911   0.0960  0.3098     0.6167 0.5374  -0.4162  0.7983 
## 458  0.2556   0.1220  0.3492     0.7319 0.4642  -0.4289  0.9401 
## 459  0.0681   0.4446  0.6668     0.1021 0.9187  -1.2388  1.3749 
## 460  0.0691   0.2362  0.4860     0.1422 0.8869  -0.8834  1.0216 
## 461  0.0254   0.0983  0.3135     0.0809 0.9355  -0.5891  0.6398 
## 462 -0.0685   0.0753  0.2743    -0.2499 0.8027  -0.6062  0.4691 
## 463 -0.2516   0.2125  0.4610    -0.5458 0.5852  -1.1552  0.6519 
## 464 -0.0875   0.0297  0.1722    -0.5082 0.6113  -0.4251  0.2500 
## 465  0.1345   0.0943  0.3070     0.4382 0.6612  -0.4672  0.7363 
## 466 -0.0097   0.0657  0.2563    -0.0379 0.9698  -0.5120  0.4926 
## 467 -0.2898   0.2205  0.4696    -0.6172 0.5371  -1.2102  0.6305 
## 468 -0.2397   0.1703  0.4126    -0.5809 0.5613  -1.0484  0.5690 
## 469 -0.1747   0.0419  0.2048    -0.8532 0.3936  -0.5761  0.2267 
## 470 -0.0379   0.0800  0.2828    -0.1341 0.8933  -0.5921  0.5163 
## 471 -0.1890   0.1450  0.3808    -0.4963 0.6197  -0.9352  0.5573 
## 472  0.0940   0.0386  0.1965     0.4785 0.6323  -0.2912  0.4793 
## 473 -0.2524   0.1058  0.3252    -0.7762 0.4376  -0.8898  0.3849 
## 474  0.0342   0.0937  0.3061     0.1118 0.9110  -0.5657  0.6342 
## 475  0.2719   2.0917  1.4463     0.1880 0.8509  -2.5627  3.1066 
## 476 -0.2422   0.3412  0.5842    -0.4146 0.6784  -1.3871  0.9027 
## 477 -0.1154   0.2285  0.4780    -0.2413 0.8093  -1.0522  0.8215 
## 478 -0.1415   0.1234  0.3512    -0.4028 0.6871  -0.8299  0.5469 
## 479 -0.4065   0.2687  0.5184    -0.7841 0.4330  -1.4225  0.6096 
## 480 -0.3286   0.0693  0.2632    -1.2484 0.2119  -0.8446  0.1873 
## 481 -0.0092   0.1494  0.3865    -0.0238 0.9810  -0.7668  0.7484 
## 482 -0.1072   0.0500  0.2236    -0.4795 0.6316  -0.5455  0.3311 
## 483 -0.3139   0.3092  0.5560    -0.5646 0.5724  -1.4037  0.7759 
## 484 -0.1214   0.1140  0.3377    -0.3595 0.7193  -0.7832  0.5405 
## 485 -0.1964   0.1439  0.3793    -0.5178 0.6046  -0.9398  0.5470 
## 486  0.0415   0.0576  0.2400     0.1731 0.8626  -0.4288  0.5119 
## 487 -0.2568   0.3031  0.5505    -0.4664 0.6410  -1.3358  0.8223 
## 488 -0.1139   0.0796  0.2822    -0.4035 0.6866  -0.6669  0.4392 
## 489 -0.0188   0.1483  0.3851    -0.0489 0.9610  -0.7736  0.7360 
## 490 -0.0740   0.0507  0.2252    -0.3287 0.7424  -0.5154  0.3674 
## 491 -0.9689   0.4849  0.6964    -1.3913 0.1641  -2.3338  0.3960 
## 492 -0.7056   0.1747  0.4179    -1.6883 0.0914  -1.5247  0.1135 
## 493 -0.6748   0.1382  0.3717    -1.8155 0.0695  -1.4034  0.0537 
## 494 -0.2985   0.0922  0.3036    -0.9834 0.3254  -0.8935  0.2965 
## 495 -0.6501   0.5243  0.7241    -0.8978 0.3693  -2.0692  0.7691 
## 496 -0.2462   0.1878  0.4333    -0.5681 0.5700  -1.0955  0.6031 
## 497 -0.3780   0.1775  0.4213    -0.8972 0.3696  -1.2037  0.4477 
## 498 -0.1487   0.0958  0.3094    -0.4805 0.6309  -0.7552  0.4578 
## 499 -0.8654   1.2175  1.1034    -0.7843 0.4329  -3.0281  1.2973 
## 500 -0.4796   0.2138  0.4623    -1.0374 0.2995  -1.3858  0.4265 
## 501 -0.4702   0.2430  0.4929    -0.9539 0.3401  -1.4363  0.4959 
## 502  0.2642   0.1730  0.4159     0.6352 0.5253  -0.5510  1.0794 
## 503 -0.5170   2.3909  1.5462    -0.3343 0.7381  -3.5476  2.5136 
## 504 -0.3442   0.2396  0.4895    -0.7033 0.4819  -1.3037  0.6152 
## 505 -0.2443   0.2607  0.5106    -0.4784 0.6324  -1.2451  0.7565 
## 506 -0.2532   0.1222  0.3496    -0.7243 0.4689  -0.9385  0.4320 
## 507 -0.6108   0.3503  0.5919    -1.0320 0.3021  -1.7709  0.5493 
## 508 -0.4076   0.1248  0.3533    -1.1535 0.2487  -1.1000  0.2849 
## 509 -0.4301   0.2229  0.4721    -0.9111 0.3622  -1.3554  0.4951 
## 510 -0.2070   0.0721  0.2684    -0.7711 0.4406  -0.7331  0.3191 
## 511  0.3656   0.4097  0.6400     0.5713 0.5678  -0.8888  1.6201 
## 512 -0.0682   0.1095  0.3309    -0.2061 0.8367  -0.7168  0.5804 
## 513  0.2141   0.1029  0.3208     0.6673 0.5046  -0.4146  0.8427 
## 514  0.4458   0.0646  0.2542     1.7541 0.0794  -0.0523  0.9440 
## 515 -0.1124   0.0011  0.0336    -3.3418 0.0008  -0.1783 -0.0465 
## 516  0.0036   0.0012  0.0343     0.1040 0.9172  -0.0637  0.0709 
## 517  0.0433   0.0014  0.0371     1.1669 0.2432  -0.0294  0.1160 
## 518 -0.0565   0.0012  0.0349    -1.6203 0.1052  -0.1249  0.0118 
## 519 -0.1188   0.0012  0.0340    -3.4912 0.0005  -0.1856 -0.0521 
## 520  0.0243   0.0012  0.0351     0.6926 0.4885  -0.0445  0.0931 
## 521 -0.0460   0.0014  0.0377    -1.2192 0.2228  -0.1199  0.0279 
## 522 -0.0940   0.0013  0.0356    -2.6411 0.0083  -0.1638 -0.0242 
## 523 -0.1096   0.0012  0.0345    -3.1739 0.0015  -0.1774 -0.0419 
## 524 -0.0018   0.0012  0.0345    -0.0509 0.9594  -0.0693  0.0658 
## 525 -0.0300   0.0014  0.0370    -0.8107 0.4175  -0.1024  0.0425 
## 526 -0.0491   0.0013  0.0361    -1.3605 0.1737  -0.1197  0.0216 
## 527 -0.0833   0.0013  0.0355    -2.3438 0.0191  -0.1530 -0.0136 
## 528  0.0524   0.0013  0.0359     1.4615 0.1439  -0.0179  0.1227 
## 529  0.0545   0.0015  0.0385     1.4140 0.1574  -0.0210  0.1301 
## 530 -0.0411   0.0013  0.0365    -1.1260 0.2602  -0.1126  0.0304 
## 531 -0.0994   0.0011  0.0336    -2.9599 0.0031  -0.1652 -0.0336 
## 532 -0.0153   0.0012  0.0348    -0.4408 0.6593  -0.0835  0.0529 
## 533 -0.0140   0.0013  0.0364    -0.3849 0.7003  -0.0854  0.0574 
## 534 -0.0828   0.0012  0.0345    -2.3990 0.0164  -0.1505 -0.0152 
## 535 -0.0594   0.0013  0.0357    -1.6640 0.0961  -0.1294  0.0106 
## 536  0.0018   0.0013  0.0358     0.0495 0.9605  -0.0684  0.0719 
## 537 -0.0613   0.0014  0.0372    -1.6469 0.0996  -0.1343  0.0117 
## 538 -0.0489   0.0013  0.0367    -1.3329 0.1826  -0.1207  0.0230 
## 539  0.0639   0.1037  0.3221     0.1985 0.8427  -0.5674  0.6952 
## 540  0.0192   0.0316  0.1777     0.1079 0.9141  -0.3290  0.3674 
## 541  0.0380   0.0468  0.2164     0.1757 0.8606  -0.3862  0.4622 
## 542  0.0853   0.0450  0.2122     0.4018 0.6878  -0.3306  0.5011 
## 543 -0.0099   0.0000  0.0051    -1.9162 0.0553  -0.0199  0.0002 
## 544 -0.1258   0.0042  0.0651    -1.9328 0.0533  -0.2534  0.0018 
## 545 -0.2180   0.0129  0.1137    -1.9175 0.0552  -0.4409  0.0048 
## 546 -0.2787   0.0215  0.1467    -1.9002 0.0574  -0.5661  0.0088 
## 547 -0.1149   0.0035  0.0594    -1.9346 0.0530  -0.2313  0.0015 
## 548 -0.1338   0.0048  0.0693    -1.9321 0.0533  -0.2696  0.0019 
## 549 -0.1328   0.0047  0.0686    -1.9351 0.0530  -0.2673  0.0017 
## 550 -0.2135   0.0124  0.1113    -1.9175 0.0552  -0.4317  0.0047 
## 551 -0.0519   0.0007  0.0267    -1.9477 0.0515  -0.1041  0.0003 
## 552  0.0137   0.0001  0.0072     1.9150 0.0555  -0.0003  0.0278 
## 553  0.0399   0.0004  0.0205     1.9476 0.0515  -0.0003  0.0801 
## 554  0.0267   0.0002  0.0136     1.9650 0.0494   0.0001  0.0534 
## 555  0.0681   0.0012  0.0350     1.9419 0.0521  -0.0006  0.1367 
## 556  0.1183   0.0037  0.0611     1.9349 0.0530  -0.0015  0.2382 
## 557 -0.0711   0.0013  0.0366    -1.9427 0.0521  -0.1428  0.0006 
## 558  0.0107   0.0000  0.0054     1.9983 0.0457   0.0002  0.0212 
## 559  0.0113   0.0000  0.0056     1.9983 0.0457   0.0002  0.0223 
## 560 -0.1049   0.0029  0.0542    -1.9378 0.0526  -0.2111  0.0012 
## 561 -0.0667   0.0012  0.0345    -1.9348 0.0530  -0.1343  0.0009 
## 562 -0.1591   0.0068  0.0825    -1.9284 0.0538  -0.3207  0.0026 
## 563 -0.1591   0.0068  0.0825    -1.9284 0.0538  -0.3207  0.0026 
## 564  0.0683   0.0012  0.0352     1.9367 0.0528  -0.0008  0.1374 
## 565 -0.0299   0.0002  0.0155    -1.9280 0.0539  -0.0602  0.0005 
## 566 -0.0633   0.0011  0.0325    -1.9453 0.0517  -0.1270  0.0005 
## 567 -0.0958   0.0024  0.0495    -1.9363 0.0528  -0.1928  0.0012 
## 568 -0.0726   0.0014  0.0374    -1.9381 0.0526  -0.1460  0.0008 
## 569 -0.1086   0.0031  0.0561    -1.9370 0.0528  -0.2186  0.0013 
## 570  0.0408   0.0004  0.0212     1.9275 0.0539  -0.0007  0.0823 
## 571  0.0896   0.0021  0.0462     1.9416 0.0522  -0.0008  0.1801 
## 572 -0.0451   0.0005  0.0234    -1.9273 0.0539  -0.0910  0.0008 
## 573  0.0634   0.0011  0.0327     1.9423 0.0521  -0.0006  0.1274 
## 574  0.1352   0.0049  0.0699     1.9342 0.0531  -0.0018  0.2721 
## 575 -0.0631   0.0011  0.0325    -1.9423 0.0521  -0.1267  0.0006 
## 576  0.0351   0.0003  0.0181     1.9366 0.0528  -0.0004  0.0706 
## 577  0.1112   0.0033  0.0575     1.9347 0.0530  -0.0015  0.2239 
## 578  0.1133   0.0034  0.0586     1.9345 0.0531  -0.0015  0.2282 
## 579  0.0392   0.0033  0.0579     0.6779 0.4978  -0.0742  0.1526 
## 580 -0.0572   0.0009  0.0297    -1.9245 0.0543  -0.1154  0.0011 
## 581  0.3859   0.3704  0.6086     0.6341 0.5260  -0.8069  1.5787 
## 582  0.2661   0.1316  0.3628     0.7335 0.4632  -0.4450  0.9772 
## 583  0.2377   0.2945  0.5426     0.4380 0.6614  -0.8259  1.3013 
## 584  0.1535   0.1333  0.3651     0.4204 0.6742  -0.5620  0.8690 
## 585  0.2275   0.1723  0.4151     0.5482 0.5835  -0.5860  1.0410 
## 586 -0.0527   0.0001  0.0075    -6.9979 <.0001  -0.0674 -0.0379 
## 587 -0.0078   0.0000  0.0020    -3.9850 <.0001  -0.0117 -0.0040 
## 588  0.0118   0.0000  0.0035     3.3233 0.0009   0.0048  0.0187 
## 589 -0.0711   0.0000  0.0034   -20.8665 <.0001  -0.0778 -0.0644 
## 590 -0.0541   0.0001  0.0095    -5.6702 <.0001  -0.0728 -0.0354 
## 591 -0.0915   0.0000  0.0036   -25.7383 <.0001  -0.0984 -0.0845 
## 592 -0.0376   0.0000  0.0020   -18.5646 <.0001  -0.0416 -0.0337 
## 593 -0.0280   0.0000  0.0021   -13.3369 <.0001  -0.0321 -0.0239 
## 594 -0.0605   0.0000  0.0044   -13.8813 <.0001  -0.0691 -0.0520 
## 595 -0.0364   0.0000  0.0029   -12.6219 <.0001  -0.0421 -0.0308 
## 596 -0.0760   0.0000  0.0030   -25.4528 <.0001  -0.0818 -0.0701 
## 597 -0.0766   0.0000  0.0031   -24.6223 <.0001  -0.0827 -0.0705 
## 598 -0.0543   0.0000  0.0024   -23.0878 <.0001  -0.0590 -0.0497 
## 599 -0.0506   0.0000  0.0032   -16.0209 <.0001  -0.0568 -0.0444 
## 600 -0.0725   0.0000  0.0040   -18.2166 <.0001  -0.0803 -0.0647 
## 601  0.0143   0.0000  0.0052     2.7555 0.0059   0.0041  0.0244 
## 602  0.0000   0.0038  0.0615     0.0000 1.0000  -0.1206  0.1206 
## 603 -0.0935   0.0174  0.1321    -0.7080 0.4789  -0.3524  0.1654 
## 604  0.1054   0.0126  0.1124     0.9375 0.3485  -0.1149  0.3256 
## 605  0.0928   0.0193  0.1389     0.6679 0.5042  -0.1795  0.3651 
## 606 -0.2384   0.0173  0.1314    -1.8139 0.0697  -0.4960  0.0192 
## 607 -0.2973   0.0266  0.1632    -1.8210 0.0686  -0.6172  0.0227 
## 608  0.0314   0.0012  0.0343     0.9161 0.3596  -0.0358  0.0986 
## 609 -0.0918   0.0014  0.0373    -2.4586 0.0139  -0.1650 -0.0186 
## 610 -0.0205   0.0051  0.0712    -0.2875 0.7737  -0.1601  0.1191 
## 611  0.0274   0.0088  0.0937     0.2924 0.7700  -0.1563  0.2111 
## 612  0.0165   0.0014  0.0374     0.4425 0.6581  -0.0567  0.0897 
## 613  0.0364   0.0039  0.0624     0.5829 0.5600  -0.0859  0.1587 
## 614 -0.0052   0.0033  0.0575    -0.0908 0.9276  -0.1179  0.1075 
## 615 -0.0277   0.0079  0.0888    -0.3115 0.7554  -0.2016  0.1463 
## 616  0.0260   0.0046  0.0681     0.3816 0.7028  -0.1074  0.1594 
## 617 -0.0631   0.0055  0.0739    -0.8529 0.3937  -0.2080  0.0819 
## 618  0.0268   0.0061  0.0784     0.3424 0.7321  -0.1268  0.1805 
## 619  0.0126   0.0052  0.0720     0.1745 0.8615  -0.1286  0.1537 
## 620 -0.0077   0.0040  0.0629    -0.1224 0.9025  -0.1310  0.1156 
## 621 -0.0130   0.0078  0.0885    -0.1465 0.8835  -0.1865  0.1605 
## 622 -0.0338   0.0035  0.0596    -0.5677 0.5703  -0.1506  0.0829 
## 623  0.0435   0.0087  0.0930     0.4675 0.6402  -0.1388  0.2258 
## 624  0.0862   0.0061  0.0781     1.1039 0.2696  -0.0668  0.2392 
## 625  0.1135   0.0082  0.0907     1.2514 0.2108  -0.0643  0.2914 
## 626  0.0513   0.0042  0.0648     0.7915 0.4286  -0.0757  0.1783 
## 627  0.1178   0.0170  0.1305     0.9023 0.3669  -0.1381  0.3736 
## 628  0.0819   0.0076  0.0870     0.9412 0.3466  -0.0887  0.2525 
## 629  0.0408   0.0116  0.1077     0.3790 0.7047  -0.1703  0.2519 
## 630 -0.0645   0.0053  0.0729    -0.8847 0.3763  -0.2075  0.0784 
## 631 -0.1165   0.0103  0.1016    -1.1471 0.2513  -0.3156  0.0826 
## 632  0.0813   0.0016  0.0397     2.0476 0.0406   0.0035  0.1592 
## 633 -0.0208   0.0026  0.0511    -0.4065 0.6844  -0.1209  0.0793 
## 634 -0.0198   0.0027  0.0522    -0.3793 0.7044  -0.1221  0.0825 
## 635 -0.0080   0.0065  0.0805    -0.0990 0.9211  -0.1657  0.1498 
## 636  0.0786   0.0019  0.0436     1.8043 0.0712  -0.0068  0.1641 
## 637  0.0541   0.0042  0.0651     0.8301 0.4065  -0.0736  0.1817 
## 638 -0.0040   0.0027  0.0523    -0.0772 0.9384  -0.1066  0.0985 
## 639 -0.0344   0.0038  0.0620    -0.5539 0.5796  -0.1560  0.0872 
## 640  0.0664   0.0037  0.0610     1.0874 0.2768  -0.0533  0.1860 
## 641  0.0000   0.0053  0.0727     0.0000 1.0000  -0.1426  0.1426 
## 642  0.0030   0.0017  0.0414     0.0719 0.9426  -0.0782  0.0841 
## 643  0.0408   0.0049  0.0697     0.5851 0.5585  -0.0958  0.1774 
## 644  0.0180   0.0023  0.0477     0.3781 0.7054  -0.0754  0.1114 
## 645  0.0072   0.0043  0.0657     0.1100 0.9124  -0.1215  0.1359 
## 646 -0.0583   0.0032  0.0569    -1.0236 0.3060  -0.1699  0.0533 
## 647  0.0313   0.0054  0.0738     0.4234 0.6720  -0.1134  0.1759 
## 648 -0.0240   0.0045  0.0667    -0.3603 0.7187  -0.1548  0.1067 
## 649 -0.0375   0.0078  0.0881    -0.4250 0.6709  -0.2102  0.1353 
## 650  0.5021   0.0052  0.0724     6.9376 <.0001   0.3602  0.6439 
## 651  0.0488   0.0001  0.0081     6.0567 <.0001   0.0330  0.0646 
## 652  1.5353   0.1954  0.4421     3.4732 0.0005   0.6689  2.4017 
## 653  0.0247   0.0000  0.0044     5.6558 <.0001   0.0161  0.0332 
## 654  0.0928   0.0002  0.0157     5.9248 <.0001   0.0621  0.1235 
## 655  0.2340   0.0016  0.0397     5.8993 <.0001   0.1563  0.3118 
## 656  0.1501   0.0006  0.0251     5.9712 <.0001   0.1008  0.1993 
## 657 -0.0179   0.0000  0.0030    -6.0603 <.0001  -0.0237 -0.0121 
## 658  0.4146   0.0053  0.0728     5.6926 <.0001   0.2719  0.5574 
## 659  0.2231   0.0014  0.0379     5.8808 <.0001   0.1488  0.2975 
## 660 -0.0027   0.0000  0.0004    -7.0711 <.0001  -0.0035 -0.0020 
## 661  0.2559   0.0019  0.0437     5.8517 <.0001   0.1702  0.3417 
## 662  0.0703   0.0001  0.0118     5.9746 <.0001   0.0472  0.0934 
## 663 -0.0842   0.0002  0.0141    -5.9902 <.0001  -0.1117 -0.0566 
## 664  0.3445   0.0036  0.0597     5.7748 <.0001   0.2276  0.4615 
## 665 -0.0757   0.3133  0.5597    -0.1353 0.8924  -1.1727  1.0213 
## 666  0.0858   0.1202  0.3467     0.2473 0.8046  -0.5938  0.7654 
## 667 -0.0187   0.0984  0.3136    -0.0596 0.9525  -0.6334  0.5960 
## 668 -0.2683   0.0349  0.1869    -1.4361 0.1510  -0.6346  0.0979 
## 669 -0.4247   0.0232  0.1524    -2.7869 0.0053  -0.7234 -0.1260 
## 670  0.6021   0.0000  0.0001  9326.5465 <.0001   0.6020  0.6023 
## 671  0.6138   0.0000  0.0001  6802.0011 <.0001   0.6136  0.6139 
## 672  0.3569   0.0000  0.0001  4112.8174 <.0001   0.3567  0.3570 
## 673  0.7079   0.0000  0.0001  8587.5889 <.0001   0.7078  0.7081 
## 674  0.4817   0.0000  0.0001  4499.2265 <.0001   0.4815  0.4819 
## 675  0.8360   0.0000  0.0001  9160.1747 <.0001   0.8359  0.8362 
## 676  0.5518   0.0000  0.0001  7774.4254 <.0001   0.5517  0.5519 
## 677  0.3617   0.0000  0.0001  3314.1187 <.0001   0.3615  0.3619 
## 678  0.6853   0.0000  0.0000 15106.1751 <.0001   0.6852  0.6854 
## 679  0.5878   0.0000  0.0001  6613.1816 <.0001   0.5877  0.5880 
## 680  0.8060   0.0000  0.0001  8457.1797 <.0001   0.8059  0.8062 
## 681 -0.0041   0.0409  0.2023    -0.0204 0.9837  -0.4007  0.3924 
## 682  0.1406   0.0150  0.1223     1.1502 0.2501  -0.0990  0.3803 
## 683 -0.0037   0.0196  0.1399    -0.0264 0.9789  -0.2779  0.2705 
## 684 -0.1099   0.0177  0.1331    -0.8260 0.4088  -0.3708  0.1509 
## 685  0.0103   0.0076  0.0869     0.1184 0.9057  -0.1601  0.1807 
## 686  0.0849   0.0037  0.0610     1.3917 0.1640  -0.0347  0.2045 
## 687 -1.0498  13.4430  3.6665    -0.2863 0.7746  -8.2360  6.1363 
## 688 -0.6455   6.2151  2.4930    -0.2589 0.7957  -5.5317  4.2407 
## 689 -0.5978   3.2051  1.7903    -0.3339 0.7384  -4.1067  2.9110 
## 690 -0.1423   0.3963  0.6295    -0.2260 0.8212  -1.3760  1.0915 
## 691 -0.1557   0.4746  0.6889    -0.2259 0.8212  -1.5059  1.1945 
## 692 -0.2813   0.1869  0.4323    -0.6507 0.5152  -1.1286  0.5660 
## 693 -0.0069   0.1780  0.4219    -0.0163 0.9870  -0.8337  0.8200 
## 694 -0.2893   0.0991  0.3148    -0.9191 0.3580  -0.9063  0.3277 
## 695 -0.0660   0.2257  0.4751    -0.1388 0.8896  -0.9972  0.8652 
## 696 -0.2852   0.6714  0.8194    -0.3480 0.7278  -1.8912  1.3208 
## 697 -0.3536   0.5666  0.7527    -0.4697 0.6386  -1.8289  1.1218 
## 698 -0.5468   0.5608  0.7489    -0.7302 0.4653  -2.0146  0.9209 
## 699 -0.1817   0.2129  0.4614    -0.3939 0.6937  -1.0860  0.7226 
## 700 -0.4027   0.1438  0.3793    -1.0619 0.2883  -1.1461  0.3406 
## 701 -0.2724   0.1165  0.3414    -0.7981 0.4248  -0.9415  0.3967 
## 702 -0.2146   0.1379  0.3713    -0.5781 0.5632  -0.9424  0.5131 
## 703 -0.3031   0.0951  0.3084    -0.9829 0.3256  -0.9075  0.3013 
## 704 -0.2378   0.0885  0.2975    -0.7994 0.4241  -0.8208  0.3452 
## 705 -0.2286   0.1014  0.3185    -0.7178 0.4729  -0.8528  0.3956 
## 706 -0.0932   0.0549  0.2342    -0.3981 0.6906  -0.5523  0.3658 
## 707 -0.3340   0.0796  0.2821    -1.1837 0.2365  -0.8869  0.2190 
## 708 -0.1232   0.1323  0.3638    -0.3387 0.7348  -0.8362  0.5898 
## 709 -0.0982   0.0778  0.2789    -0.3522 0.7247  -0.6448  0.4483 
## 710 -0.0767   0.0583  0.2414    -0.3176 0.7508  -0.5497  0.3964 
## 711 -0.0056   0.0342  0.1848    -0.0301 0.9760  -0.3679  0.3567 
## 712  0.0222   0.0284  0.1685     0.1320 0.8950  -0.3081  0.3525 
## 713  0.0452   0.0359  0.1894     0.2388 0.8113  -0.3261  0.4165 
## 714 -0.1092   0.0131  0.1145    -0.9536 0.3403  -0.3336  0.1152 
## 715 -0.1318   0.0051  0.0717    -1.8367 0.0663  -0.2724  0.0088 
## 716 -0.2116   0.0043  0.0655    -3.2294 0.0012  -0.3400 -0.0832 
## 717  0.0089   0.0056  0.0751     0.1183 0.9058  -0.1384  0.1561 
## 718 -0.0168   0.0042  0.0648    -0.2596 0.7952  -0.1437  0.1101 
## 719  0.0336   0.0062  0.0789     0.4264 0.6698  -0.1210  0.1883 
## 720 -0.0640   0.0090  0.0946    -0.6765 0.4987  -0.2495  0.1214 
## 721 -0.0567   0.0094  0.0968    -0.5856 0.5581  -0.2464  0.1330 
## 722 -0.0165   0.0092  0.0961    -0.1712 0.8640  -0.2049  0.1719 
## 723  0.0042   0.0131  0.1143     0.0369 0.9706  -0.2197  0.2281 
## 724  0.0410   0.0058  0.0763     0.5374 0.5910  -0.1086  0.1906 
## 725  0.0511   0.0093  0.0966     0.5287 0.5970  -0.1382  0.2403 
## 726  0.0159   0.0144  0.1201     0.1326 0.8945  -0.2194  0.2512 
## 727 -0.0863   0.0741  0.2723    -0.3170 0.7512  -0.6200  0.4474 
## 728 -0.0916   0.1242  0.3524    -0.2599 0.7950  -0.7822  0.5990 
## 729 -0.0831   0.0190  0.1377    -0.6037 0.5461  -0.3529  0.1867 
## 730 -0.1688   0.0918  0.3030    -0.5572 0.5774  -0.7626  0.4250 
## 731 -0.0628   0.0500  0.2237    -0.2807 0.7790  -0.5012  0.3756 
## 732 -0.1408   0.1162  0.3409    -0.4132 0.6795  -0.8089  0.5273 
## 733 -0.0156   0.0115  0.1072    -0.1453 0.8844  -0.2257  0.1946 
## 734 -0.1455   0.0315  0.1775    -0.8195 0.4125  -0.4934  0.2025 
## 735 -0.0578   0.0082  0.0904    -0.6399 0.5223  -0.2349  0.1193 
## 736  0.0199   0.0106  0.1028     0.1932 0.8468  -0.1817  0.2214 
## 737  1.9239   0.2360  0.4858     3.9603 <.0001   0.9718  2.8761 
## 738  0.3448   0.0000  0.0042    82.8573 <.0001   0.3367  0.3530 
## 739 -0.2877   0.0011  0.0337    -8.5419 <.0001  -0.3537 -0.2217 
## 740  1.4574   0.0774  0.2782     5.2396 <.0001   0.9122  2.0026 
## 741  0.1133   0.0002  0.0130     8.7155 <.0001   0.0878  0.1388 
## 742  0.2712   0.0010  0.0321     8.4376 <.0001   0.2082  0.3341 
## 743  1.8583   0.2022  0.4497     4.1326 <.0001   0.9770  2.7397 
## 744  0.6733   0.0079  0.0890     7.5695 <.0001   0.4990  0.8477 
## 745  0.3930   0.0022  0.0464     8.4638 <.0001   0.3020  0.4841 
## 746  0.7404   0.0143  0.1197     6.1867 <.0001   0.5058  0.9750 
## 747  0.2160   0.0009  0.0305     7.0831 <.0001   0.1562  0.2758 
## 748 -0.0442   0.0000  0.0062    -7.1403 <.0001  -0.0563 -0.0320 
## 749  0.5354   0.0066  0.0810     6.6070 <.0001   0.3766  0.6942 
## 750 -0.1190   0.0003  0.0167    -7.1398 <.0001  -0.1516 -0.0863 
## 751  0.1800   0.0006  0.0254     7.0775 <.0001   0.1301  0.2298 
## 752  0.7746   0.0162  0.1271     6.0927 <.0001   0.5254  1.0238 
## 753  0.1809   0.0006  0.0255     7.1014 <.0001   0.1310  0.2309 
## 754  0.4976   0.0056  0.0747     6.6627 <.0001   0.3512  0.6440 
## 755  0.1770   0.0108  0.1037     1.7071 0.0878  -0.0262  0.3802 
## 756  0.0912   0.0028  0.0531     1.7175 0.0859  -0.0129  0.1952 
## 757 -0.3388   0.0413  0.2032    -1.6678 0.0954  -0.7370  0.0594 
## 758  0.0953   0.0031  0.0555     1.7177 0.0858  -0.0134  0.2041 
## 759 -0.0548   0.0010  0.0318    -1.7243 0.0847  -0.1172  0.0075 
## 760 -0.2220   0.0171  0.1306    -1.6997 0.0892  -0.4780  0.0340 
## 761  0.1873   0.0120  0.1098     1.7063 0.0880  -0.0278  0.4024 
## 762  0.2231   0.0173  0.1314     1.6979 0.0895  -0.0344  0.4807 
## 763 -0.1906   0.0125  0.1119    -1.7042 0.0883  -0.4098  0.0286 
## 764 -0.0334   0.0002  0.0133    -2.5043 0.0123  -0.0596 -0.0073 
## 765 -0.0941   0.0014  0.0373    -2.5203 0.0117  -0.1673 -0.0209 
## 766  0.1108   0.0019  0.0441     2.5113 0.0120   0.0243  0.1973 
## 767  0.1460   0.0034  0.0581     2.5104 0.0121   0.0320  0.2599 
## 768  0.0664   0.0008  0.0290     2.2922 0.0219   0.0096  0.1233 
## 769 -0.0209   0.0001  0.0090    -2.3249 0.0201  -0.0385 -0.0033 
## 770 -0.0947   0.0017  0.0412    -2.2982 0.0216  -0.1754 -0.0139 
## 771  0.0877   0.0015  0.0381     2.3021 0.0213   0.0130  0.1623 
## 772  0.0664   0.0008  0.0290     2.2922 0.0219   0.0096  0.1233 
## 773 -0.0209   0.0001  0.0090    -2.3249 0.0201  -0.0385 -0.0033 
## 774 -0.0947   0.0017  0.0412    -2.2982 0.0216  -0.1754 -0.0139 
## 775  0.0877   0.0015  0.0381     2.3021 0.0213   0.0130  0.1623 
## 776  0.0862   0.0014  0.0374     2.3045 0.0212   0.0129  0.1596 
## 777  0.0862   0.0014  0.0374     2.3045 0.0212   0.0129  0.1596 
## 778  0.0361   0.0644  0.2537     0.1424 0.8868  -0.4612  0.5334 
## 779 -0.0403   0.0281  0.1677    -0.2404 0.8101  -0.3690  0.2884 
## 780 -0.1571   0.0270  0.1644    -0.9556 0.3393  -0.4794  0.1652 
## 781 -0.0322   0.0295  0.1719    -0.1872 0.8515  -0.3690  0.3046 
## 782  0.0621   0.0575  0.2398     0.2590 0.7957  -0.4079  0.5321 
## 783  0.0131   0.0551  0.2348     0.0557 0.9556  -0.4471  0.4732 
## 784 -0.0565   0.0371  0.1927    -0.2934 0.7692  -0.4342  0.3211 
## 785 -0.0335   0.0268  0.1637    -0.2046 0.8379  -0.3543  0.2873 
## 786 -0.0166   0.0355  0.1884    -0.0883 0.9296  -0.3858  0.3525 
## 787 -0.0486   0.0284  0.1687    -0.2884 0.7731  -0.3792  0.2819 
## 788  0.0325   0.0344  0.1855     0.1750 0.8611  -0.3311  0.3960 
## 789 -0.0662   0.0442  0.2103    -0.3149 0.7528  -0.4784  0.3459 
## 790 -0.0584   0.0190  0.1380    -0.4233 0.6721  -0.3289  0.2120 
## 791  0.0445   0.0768  0.2772     0.1604 0.8726  -0.4988  0.5878 
## 792 -0.0141   0.0205  0.1432    -0.0988 0.9213  -0.2948  0.2665 
## 793 -0.1287   0.0344  0.1855    -0.6938 0.4878  -0.4923  0.2349 
## 794 -0.1219   0.0307  0.1751    -0.6964 0.4862  -0.4651  0.2212 
## 795 -0.0506   0.0245  0.1565    -0.3236 0.7462  -0.3574  0.2561 
## 796 -0.0920   0.0139  0.1180    -0.7794 0.4357  -0.3232  0.1393 
## 797 -0.2630   0.0273  0.1652    -1.5917 0.1114  -0.5869  0.0608 
## 798 -0.0699   0.0281  0.1676    -0.4168 0.6768  -0.3983  0.2586 
## 799 -0.1005   0.0229  0.1513    -0.6640 0.5067  -0.3970  0.1961 
## 800 -0.0743   0.0278  0.1668    -0.4455 0.6559  -0.4011  0.2525 
## 801 -0.2387   0.0108  0.1041    -2.2929 0.0219  -0.4427 -0.0347 
## 802 -0.0513   0.0322  0.1795    -0.2858 0.7750  -0.4030  0.3005 
## 803 -0.0662   0.0160  0.1267    -0.5230 0.6010  -0.3145  0.1820 
## 804 -0.1399   0.0044  0.0663    -2.1112 0.0348  -0.2698 -0.0100 
## 805 -0.0784   0.0012  0.0340    -2.3050 0.0212  -0.1451 -0.0117 
## 806 -0.2208   0.0094  0.0970    -2.2770 0.0228  -0.4108 -0.0307 
## 807 -0.1376   0.0036  0.0600    -2.2932 0.0218  -0.2552 -0.0200 
## 808 -0.0151   0.0000  0.0066    -2.3057 0.0211  -0.0280 -0.0023 
## 809 -0.1663   0.0053  0.0727    -2.2861 0.0223  -0.3088 -0.0237 
## 810 -0.1668   0.0053  0.0729    -2.2885 0.0221  -0.3096 -0.0239 
## 811 -0.1084   0.0022  0.0471    -2.3001 0.0214  -0.2008 -0.0160 
## 812 -0.1132   0.0024  0.0492    -2.3017 0.0213  -0.2096 -0.0168 
## 813 -0.1038   0.0020  0.0451    -2.3005 0.0214  -0.1923 -0.0154 
## 814 -0.1252   0.0029  0.0542    -2.3085 0.0210  -0.2314 -0.0189 
## 815 -0.0262   0.0001  0.0113    -2.3167 0.0205  -0.0484 -0.0040 
## 816 -0.1193   0.0019  0.0432    -2.7623 0.0057  -0.2039 -0.0347 
## 817  0.0636   0.0005  0.0229     2.7744 0.0055   0.0187  0.1086 
## 818  0.1707   0.0026  0.0506     3.3760 0.0007   0.0716  0.2698 
## 819  0.0328   0.0001  0.0118     2.7799 0.0054   0.0097  0.0560 
## 820  0.0166   0.0000  0.0059     2.8053 0.0050   0.0050  0.0283 
## 821  0.2423   0.0079  0.0888     2.7282 0.0064   0.0682  0.4164 
## 822 -0.0902   0.0011  0.0325    -2.7717 0.0056  -0.1540 -0.0264 
## 823  0.1657   0.0036  0.0602     2.7529 0.0059   0.0477  0.2836 
## 824  0.0510   0.0003  0.0185     2.7664 0.0057   0.0149  0.0872 
## 825  0.0824   0.0009  0.0298     2.7652 0.0057   0.0240  0.1408 
## 826 -0.0331   0.0001  0.0119    -2.7872 0.0053  -0.0564 -0.0098 
## 827 -0.0526   0.0004  0.0190    -2.7691 0.0056  -0.0898 -0.0154 
## 828 -0.1006   0.0013  0.0363    -2.7739 0.0055  -0.1717 -0.0295 
## 829 -0.2057   0.0056  0.0750    -2.7418 0.0061  -0.3528 -0.0587 
## 830 -0.0111   0.0000  0.0040    -2.7482 0.0060  -0.0191 -0.0032 
## 831  0.0146   0.0000  0.0052     2.7887 0.0053   0.0043  0.0248 
## 832 -0.2461   0.0081  0.0902    -2.7287 0.0064  -0.4229 -0.0693 
## 833 -0.1048   0.0014  0.0378    -2.7697 0.0056  -0.1789 -0.0306 
## 834 -0.1324   0.0023  0.0479    -2.7610 0.0058  -0.2263 -0.0384 
## 835 -0.0981   0.0013  0.0355    -2.7647 0.0057  -0.1677 -0.0286 
## 836 -0.0644   0.0005  0.0232    -2.7709 0.0056  -0.1099 -0.0188 
## 837 -0.2438   0.0080  0.0893    -2.7289 0.0064  -0.4189 -0.0687 
## 838 -0.1564   0.0032  0.0567    -2.7584 0.0058  -0.2675 -0.0453 
## 839 -0.1098   0.0016  0.0397    -2.7660 0.0057  -0.1875 -0.0320 
## 840  0.0457   0.0003  0.0164     2.7788 0.0055   0.0135  0.0779 
## 841 -0.1496   0.0029  0.0542    -2.7613 0.0058  -0.2558 -0.0434 
## 842 -0.0722   0.0007  0.0260    -2.7712 0.0056  -0.1232 -0.0211 
## 843 -0.1698   0.0038  0.0616    -2.7540 0.0059  -0.2906 -0.0489 
## 844 -0.0626   0.0005  0.0226    -2.7719 0.0056  -0.1069 -0.0183 
## 845 -0.0082   0.0000  0.0030    -2.7530 0.0059  -0.0140 -0.0023 
## 846 -0.0930   0.0011  0.0336    -2.7658 0.0057  -0.1589 -0.0271 
## 847 -0.0691   0.0006  0.0250    -2.7681 0.0056  -0.1180 -0.0202 
## 848 -0.0635   0.0005  0.0229    -2.7747 0.0055  -0.1083 -0.0186 
## 849 -0.1916   0.0049  0.0697    -2.7485 0.0060  -0.3282 -0.0550 
## 850  0.0111   0.0000  0.0041     2.7301 0.0063   0.0031  0.0191 
## 851  0.0127   0.0000  0.0046     2.7419 0.0061   0.0036  0.0218 
## 852  0.0856   0.0010  0.0310     2.7647 0.0057   0.0249  0.1463 
## 853  0.0058   0.0000  0.0021     2.7906 0.0053   0.0017  0.0099 
## 854 -0.1401   0.0026  0.0508    -2.7613 0.0058  -0.2396 -0.0407 
## 855 -0.2453   0.0081  0.0899    -2.7303 0.0063  -0.4215 -0.0692 
## 856 -0.2120   0.0039  0.0628    -3.3740 0.0007  -0.3352 -0.0889 
## 857 -0.2191   0.0064  0.0800    -2.7407 0.0061  -0.3758 -0.0624 
## 858 -0.0642   0.0005  0.0231    -2.7802 0.0054  -0.1095 -0.0189 
## 859 -0.2592   0.0091  0.0952    -2.7217 0.0065  -0.4459 -0.0725 
## 860  0.7732   6.4694  2.5435     0.3040 0.7611  -4.2120  5.7584 
## 861  0.0376   0.0111  0.1054     0.3571 0.7210  -0.1690  0.2442 
## 862  0.0049   0.0002  0.0136     0.3587 0.7198  -0.0218  0.0315 
## 863  0.0270   0.0057  0.0756     0.3575 0.7207  -0.1211  0.1751 
## 864  0.0190   0.0029  0.0534     0.3567 0.7213  -0.0856  0.1237 
## 865 -0.0068   0.0004  0.0191    -0.3572 0.7209  -0.0443  0.0307 
## 866  0.0037   0.0001  0.0104     0.3550 0.7226  -0.0167  0.0241 
## 867  0.0795   0.0497  0.2229     0.3567 0.7213  -0.3574  0.5165
## [1] 867   2

Add the effect sizes to the original data set with cbind or bind_cols from the package dplyr

## 
## Attaching package: 'dplyr'
## The following objects are masked from 'package:plyr':
## 
##     arrange, count, desc, failwith, id, mutate, rename, summarise,
##     summarize
## The following objects are masked from 'package:rgeos':
## 
##     intersect, setdiff, union
## The following objects are masked from 'package:stats':
## 
##     filter, lag
## The following objects are masked from 'package:base':
## 
##     intersect, setdiff, setequal, union
## [1] 867  56
##   Continent Country year_of_experiment                  Site lat_decimals
## 1      Asia   China               2011 Changbai Mountain (1)        42.03
## 2      Asia   China               2011 Changbai Mountain (1)        42.03
## 3      Asia   China               2011 Changbai Mountain (1)        42.03
## 4      Asia   China               2011 Changbai Mountain (1)        42.03
## 5      Asia   China               2011 Changbai Mountain (1)        42.03
## 6      Asia   China               2011 Changbai Mountain (1)        42.03
##   long_decimals eco_type Annual_precip precipitation_levels Annual_temp
## 1        128.03   Forest          1000                  low         6.1
## 2        128.03   Forest          1000                  low         6.1
## 3        128.03   Forest          1000                  low         6.1
## 4        128.03   Forest          1000                  low         6.1
## 5        128.03   Forest          1000                  low         6.1
## 6        128.03   Forest          1000                  low         6.1
##    Regional_climate climatic_region SOM Soil.C.. Soil.N. Soil.C.N.ratio Soil.pH
## 1 subalpine climate       Temperate N/A     12.3    0.57            N/A    4.96
## 2 subalpine climate       Temperate N/A     12.3    0.57            N/A    4.96
## 3 subalpine climate       Temperate N/A     12.3    0.57            N/A    4.96
## 4 subalpine climate       Temperate N/A     12.3    0.57            N/A    4.96
## 5 subalpine climate       Temperate N/A     12.3    0.57            N/A    4.96
## 6 subalpine climate       Temperate N/A     12.3    0.57            N/A    4.96
##   litterbags_size_cm2 Fauna_available Top_mesh_size Fauna_group
## 1                 300          absent           0.1  microfauna
## 2                 300          absent           0.1  microfauna
## 3                 300          absent           0.1  microfauna
## 4                 300          absent           0.1  microfauna
## 5                 300          absent           0.1  microfauna
## 6                 300          absent           0.1  microfauna
##   Bottom_mesh_size Burial_location Time_Days Duration_period spc_abbr
## 1              0.1        Surface        183          medium    Be,Ra
## 2              0.1        Surface        183          medium    Be,Pk
## 3              0.1        Surface        183          medium Be,Pk,Ra
## 4              0.1        Surface        243          medium    Be,Ra
## 5              0.1        Surface        243          medium    Be,Pk
## 6              0.1        Surface        243          medium Be,Pk,Ra
##   Litter_type Drying_method Oven_temp_C Litter_size sp_div_in_mixture
## 1   Deciduous     air dried         N/A  Whole leaf                 2
## 2   Deciduous     air dried         N/A  Whole leaf                 2
## 3   Deciduous     air dried         N/A  Whole leaf                 3
## 4   Deciduous     air dried         N/A  Whole leaf                 2
## 5   Deciduous     air dried         N/A  Whole leaf                 2
## 6   Deciduous     air dried         N/A  Whole leaf                 3
##   species_richness propotions Mixture_mass_ratio n_expected n_observed Lit_Car
## 1              two      equal              01:01          6          6   56.84
## 2              two      equal              01:01          6          6   50.81
## 3            three      equal           01:01:01          6          6   53.84
## 4              two      equal              01:01          6          6   56.84
## 5              two      equal              01:01          6          6   50.81
## 6            three      equal           01:01:01          6          6   53.84
##   Lit_Nit Lit_Pho Lit_Lig Lit_Car_Nit_ratio Lit_Lig_Nit_ratio expected_decay_k
## 1    1.26      NA      NA             45.30                NA             0.40
## 2    1.43      NA      NA             35.47                NA             0.70
## 3    1.39      NA      NA             38.70                NA             0.57
## 4    1.26      NA      NA             45.30                NA             0.40
## 5    1.43      NA      NA             35.47                NA             0.70
## 6    1.39      NA      NA             38.70                NA             0.57
##   observed_decay_k initial_weight_g Final_weight_g m_expected sd_expected
## 1             0.42                8         6.7504     14.275    2.253331
## 2             0.72                8         5.8368     25.910    2.425119
## 3             0.61                8         6.0608     23.040    4.425144
## 4             0.42                8         6.4896     18.390    3.993269
## 5             0.72                8         5.3024     33.110    5.030378
## 6             0.61                8         5.8208     26.980    3.919528
##   m_observed sd_observed obs_per_day exp_per_day sd_obsv_per_day sd_exp_per_day
## 1      15.62        1.62  0.08535519  0.07800546     0.008852459     0.01231328
## 2      27.04        0.80  0.14775956  0.14158470     0.004371585     0.01325201
## 3      24.24        2.42  0.13245902  0.12590164     0.013224044     0.02418111
## 4      18.88        2.67  0.07769547  0.07567901     0.010987654     0.01643321
## 5      33.72        4.24  0.13876543  0.13625514     0.017448560     0.02070114
## 6      27.24        2.57  0.11209877  0.11102881     0.010576132     0.01612975
##             yi          vi
## 1 -0.090042389 0.005945590
## 2 -0.042688257 0.001605977
## 3 -0.050772325 0.007809238
## 4 -0.026296122 0.011191797
## 5 -0.018255782 0.006482233
## 6 -0.009590631 0.005001031
## [1] 2.058127e-09
## [1] 237.41

2.3 Create a random effect model.

## Warning: Ratio of largest to smallest sampling variance extremely large. May not
## be able to obtain stable results.
## 
## Random-Effects Model (k = 867; tau^2 estimator: REML)
## 
##    logLik   deviance        AIC        BIC       AICc 
##   82.8154  -165.6309  -161.6309  -152.1031  -161.6170   
## 
## tau^2 (estimated amount of total heterogeneity): 0.0224 (SE = 0.0015)
## tau (square root of estimated tau^2 value):      0.1498
## I^2 (total heterogeneity / total variability):   100.00%
## H^2 (total variability / sampling variability):  43424.24
## 
## Test for Heterogeneity:
## Q(df = 866) = 56179610.0593, p-val < .0001
## 
## Model Results:
## 
## estimate      se     zval    pval    ci.lb   ci.ub 
##  -0.0061  0.0064  -0.9434  0.3455  -0.0187  0.0066    
## 
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1

2.4 Publication bias

We checked publication bias by using funnel plot method

we can also use contour funnel plot as this another way to check for publication bias. Save this funnel plot as supplementary material

2.5 Rosenberg fail safe number

## 
## Fail-safe N Calculation Using the Rosenberg Approach
## 
## Average Effect Size:         0.6005
## Observed Significance Level: <.0001
## Target Significance Level:   0.05
## 
## Fail-safe N: 155317469437
## 
## Fail-safe N Calculation Using the Rosenthal Approach
## 
## Observed Significance Level: <.0001
## Target Significance Level:   0.05
## 
## Fail-safe N: 2440455344

2.6 Statistical analysis (Hypotehssis H1)

Let’s fit random-effects models to some subsets

2.6.1 Create data subsets

2.6.1.1 Estimated effect size based on the fauna status

We used the function rma() from metafor to estimate the effect size by fitting moderators.

## Warning: Ratio of largest to smallest sampling variance extremely large. May not
## be able to obtain stable results.

## Warning: Ratio of largest to smallest sampling variance extremely large. May not
## be able to obtain stable results.

## Warning: Ratio of largest to smallest sampling variance extremely large. May not
## be able to obtain stable results.
## 
## Random-Effects Model (k = 274; tau^2 estimator: REML)
## 
## tau^2 (estimated amount of total heterogeneity): 0.0466 (SE = 0.0046)
## tau (square root of estimated tau^2 value):      0.2159
## I^2 (total heterogeneity / total variability):   100.00%
## H^2 (total variability / sampling variability):  282599.00
## 
## Test for Heterogeneity:
## Q(df = 273) = 49346403.1852, p-val < .0001
## 
## Model Results:
## 
## estimate      se    zval    pval   ci.lb   ci.ub 
##   0.0376  0.0142  2.6494  0.0081  0.0098  0.0655  ** 
## 
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## Random-Effects Model (k = 593; tau^2 estimator: REML)
## 
## tau^2 (estimated amount of total heterogeneity): 0.0055 (SE = 0.0006)
## tau (square root of estimated tau^2 value):      0.0740
## I^2 (total heterogeneity / total variability):   99.32%
## H^2 (total variability / sampling variability):  146.49
## 
## Test for Heterogeneity:
## Q(df = 592) = 40787.0377, p-val < .0001
## 
## Model Results:
## 
## estimate      se     zval    pval    ci.lb    ci.ub 
##  -0.0225  0.0048  -4.6978  <.0001  -0.0319  -0.0131  *** 
## 
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
2.6.1.1.1 Forest plot

We can also use ggplot2 package to plot the above forest plot. This gives more flexibility in graph plotting and leads to better visual impact

## Warning in grid.Call(C_stringMetric, as.graphicsAnnot(x$label)): font family not
## found in Windows font database
## Warning in grid.Call(C_textBounds, as.graphicsAnnot(x$label), x$x, x$y, : font
## family not found in Windows font database

## Warning in grid.Call(C_textBounds, as.graphicsAnnot(x$label), x$x, x$y, : font
## family not found in Windows font database

## Warning in grid.Call(C_textBounds, as.graphicsAnnot(x$label), x$x, x$y, : font
## family not found in Windows font database

2.6.1.2 Fauna functional calssification based on size

Here we classified the data points based on the mesh size used into different functional groups of fauna. microfauna <1.0 mm, mesofauna 1mm-2mm and macrofauna >2mm

## Warning: Ratio of largest to smallest sampling variance extremely large. May not
## be able to obtain stable results.
## 
## Random-Effects Model (k = 185; tau^2 estimator: REML)
## 
## tau^2 (estimated amount of total heterogeneity): 0.0055 (SE = 0.0008)
## tau (square root of estimated tau^2 value):      0.0744
## I^2 (total heterogeneity / total variability):   99.45%
## H^2 (total variability / sampling variability):  180.54
## 
## Test for Heterogeneity:
## Q(df = 184) = 5398.7740, p-val < .0001
## 
## Model Results:
## 
## estimate      se    zval    pval    ci.lb   ci.ub 
##   0.0046  0.0070  0.6672  0.5047  -0.0090  0.0183    
## 
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## Random-Effects Model (k = 564; tau^2 estimator: REML)
## 
## tau^2 (estimated amount of total heterogeneity): 0.0331 (SE = 0.0029)
## tau (square root of estimated tau^2 value):      0.1819
## I^2 (total heterogeneity / total variability):   100.00%
## H^2 (total variability / sampling variability):  97733.51
## 
## Test for Heterogeneity:
## Q(df = 563) = 52323536.2908, p-val < .0001
## 
## Model Results:
## 
## estimate      se     zval    pval    ci.lb   ci.ub 
##  -0.0153  0.0100  -1.5303  0.1259  -0.0350  0.0043    
## 
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## Random-Effects Model (k = 118; tau^2 estimator: REML)
## 
## tau^2 (estimated amount of total heterogeneity): 0.0143 (SE = 0.0027)
## tau (square root of estimated tau^2 value):      0.1195
## I^2 (total heterogeneity / total variability):   97.40%
## H^2 (total variability / sampling variability):  38.52
## 
## Test for Heterogeneity:
## Q(df = 117) = 1072.8923, p-val < .0001
## 
## Model Results:
## 
## estimate      se    zval    pval    ci.lb   ci.ub 
##   0.0042  0.0135  0.3108  0.7560  -0.0223  0.0307    
## 
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1

The effect size for different fauna group is not significant different from each other. This might be due to the differences in samples sizes.

2.6.1.3 Estimated effect size based on the climatic regions

## Warning: Ratio of largest to smallest sampling variance extremely large. May not
## be able to obtain stable results.

## Warning: Ratio of largest to smallest sampling variance extremely large. May not
## be able to obtain stable results.
## 
## Random-Effects Model (k = 504; tau^2 estimator: REML)
## 
## tau^2 (estimated amount of total heterogeneity): 0.0078 (SE = 0.0008)
## tau (square root of estimated tau^2 value):      0.0881
## I^2 (total heterogeneity / total variability):   99.69%
## H^2 (total variability / sampling variability):  321.03
## 
## Test for Heterogeneity:
## Q(df = 503) = 904792.7749, p-val < .0001
## 
## Model Results:
## 
## estimate      se     zval    pval    ci.lb    ci.ub 
##  -0.0359  0.0056  -6.3569  <.0001  -0.0469  -0.0248  *** 
## 
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## Random-Effects Model (k = 120; tau^2 estimator: REML)
## 
## tau^2 (estimated amount of total heterogeneity): 0.0340 (SE = 0.0049)
## tau (square root of estimated tau^2 value):      0.1845
## I^2 (total heterogeneity / total variability):   99.89%
## H^2 (total variability / sampling variability):  871.73
## 
## Test for Heterogeneity:
## Q(df = 119) = 9309.8100, p-val < .0001
## 
## Model Results:
## 
## estimate      se    zval    pval   ci.lb   ci.ub 
##   0.0523  0.0181  2.8910  0.0038  0.0168  0.0878  ** 
## 
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## Random-Effects Model (k = 243; tau^2 estimator: REML)
## 
## tau^2 (estimated amount of total heterogeneity): 0.0392 (SE = 0.0051)
## tau (square root of estimated tau^2 value):      0.1979
## I^2 (total heterogeneity / total variability):   100.00%
## H^2 (total variability / sampling variability):  264013.61
## 
## Test for Heterogeneity:
## Q(df = 242) = 35964103.8952, p-val < .0001
## 
## Model Results:
## 
## estimate      se    zval    pval    ci.lb   ci.ub 
##   0.0193  0.0161  1.1939  0.2325  -0.0124  0.0509    
## 
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
2.6.1.3.1 Forest plot for climatic regions

Plot the above forest plot using ggplot2

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2.6.1.4 Estimated effect size based on the ecosystem types

## Warning: Ratio of largest to smallest sampling variance extremely large. May not
## be able to obtain stable results.

## Warning: Ratio of largest to smallest sampling variance extremely large. May not
## be able to obtain stable results.

## Warning: Ratio of largest to smallest sampling variance extremely large. May not
## be able to obtain stable results.
## 
## Random-Effects Model (k = 594; tau^2 estimator: REML)
## 
## tau^2 (estimated amount of total heterogeneity): 0.0162 (SE = 0.0015)
## tau (square root of estimated tau^2 value):      0.1271
## I^2 (total heterogeneity / total variability):   99.83%
## H^2 (total variability / sampling variability):  588.74
## 
## Test for Heterogeneity:
## Q(df = 593) = 848029.4859, p-val < .0001
## 
## Model Results:
## 
## estimate      se     zval    pval    ci.lb   ci.ub 
##  -0.0079  0.0071  -1.1213  0.2622  -0.0218  0.0059    
## 
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## Random-Effects Model (k = 61; tau^2 estimator: REML)
## 
## tau^2 (estimated amount of total heterogeneity): 0.0737 (SE = 0.0141)
## tau (square root of estimated tau^2 value):      0.2715
## I^2 (total heterogeneity / total variability):   100.00%
## H^2 (total variability / sampling variability):  1990840.07
## 
## Test for Heterogeneity:
## Q(df = 60) = 31779811.7483, p-val < .0001
## 
## Model Results:
## 
## estimate      se    zval    pval   ci.lb   ci.ub 
##   0.0848  0.0358  2.3694  0.0178  0.0147  0.1550  * 
## 
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## Random-Effects Model (k = 156; tau^2 estimator: REML)
## 
## tau^2 (estimated amount of total heterogeneity): 0.0039 (SE = 0.0008)
## tau (square root of estimated tau^2 value):      0.0623
## I^2 (total heterogeneity / total variability):   99.21%
## H^2 (total variability / sampling variability):  126.88
## 
## Test for Heterogeneity:
## Q(df = 155) = 7136.2625, p-val < .0001
## 
## Model Results:
## 
## estimate      se     zval    pval    ci.lb    ci.ub 
##  -0.0531  0.0079  -6.7215  <.0001  -0.0686  -0.0376  *** 
## 
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## Random-Effects Model (k = 56; tau^2 estimator: REML)
## 
## tau^2 (estimated amount of total heterogeneity): 0.0079 (SE = 0.0019)
## tau (square root of estimated tau^2 value):      0.0889
## I^2 (total heterogeneity / total variability):   98.96%
## H^2 (total variability / sampling variability):  95.88
## 
## Test for Heterogeneity:
## Q(df = 55) = 398.9361, p-val < .0001
## 
## Model Results:
## 
## estimate      se    zval    pval    ci.lb   ci.ub 
##   0.0236  0.0134  1.7588  0.0786  -0.0027  0.0499  . 
## 
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
2.6.1.4.1 Forest plot

Plot the above with ggplot.

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2.6.1.5 Estimated ffect size based on the incubation time

## Warning: Ratio of largest to smallest sampling variance extremely large. May not
## be able to obtain stable results.

## Warning: Ratio of largest to smallest sampling variance extremely large. May not
## be able to obtain stable results.

## Warning: Ratio of largest to smallest sampling variance extremely large. May not
## be able to obtain stable results.
## 
## Random-Effects Model (k = 310; tau^2 estimator: REML)
## 
## tau^2 (estimated amount of total heterogeneity): 0.0234 (SE = 0.0029)
## tau (square root of estimated tau^2 value):      0.1529
## I^2 (total heterogeneity / total variability):   99.83%
## H^2 (total variability / sampling variability):  599.58
## 
## Test for Heterogeneity:
## Q(df = 309) = 9981.0096, p-val < .0001
## 
## Model Results:
## 
## estimate      se    zval    pval    ci.lb   ci.ub 
##   0.0159  0.0119  1.3426  0.1794  -0.0073  0.0392    
## 
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## Random-Effects Model (k = 144; tau^2 estimator: REML)
## 
## tau^2 (estimated amount of total heterogeneity): 0.0083 (SE = 0.0018)
## tau (square root of estimated tau^2 value):      0.0911
## I^2 (total heterogeneity / total variability):   99.38%
## H^2 (total variability / sampling variability):  162.08
## 
## Test for Heterogeneity:
## Q(df = 143) = 3124.1386, p-val < .0001
## 
## Model Results:
## 
## estimate      se     zval    pval    ci.lb    ci.ub 
##  -0.0251  0.0112  -2.2396  0.0251  -0.0471  -0.0031  * 
## 
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## Random-Effects Model (k = 225; tau^2 estimator: REML)
## 
## tau^2 (estimated amount of total heterogeneity): 0.0048 (SE = 0.0007)
## tau (square root of estimated tau^2 value):      0.0692
## I^2 (total heterogeneity / total variability):   99.31%
## H^2 (total variability / sampling variability):  144.75
## 
## Test for Heterogeneity:
## Q(df = 224) = 4919.2568, p-val < .0001
## 
## Model Results:
## 
## estimate      se     zval    pval    ci.lb    ci.ub 
##  -0.0300  0.0065  -4.5891  <.0001  -0.0429  -0.0172  *** 
## 
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## Random-Effects Model (k = 188; tau^2 estimator: REML)
## 
## tau^2 (estimated amount of total heterogeneity): 0.0417 (SE = 0.0051)
## tau (square root of estimated tau^2 value):      0.2041
## I^2 (total heterogeneity / total variability):   100.00%
## H^2 (total variability / sampling variability):  363759.94
## 
## Test for Heterogeneity:
## Q(df = 187) = 41777966.5596, p-val < .0001
## 
## Model Results:
## 
## estimate      se    zval    pval    ci.lb   ci.ub 
##   0.0049  0.0167  0.2932  0.7694  -0.0278  0.0376    
## 
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
2.6.1.5.1 Forest plot

Plot the above forest plot using ggplot2

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2.6.1.6 Estimated effect size based on litter species richness levels

## Warning: Ratio of largest to smallest sampling variance extremely large. May not
## be able to obtain stable results.

## Warning: Ratio of largest to smallest sampling variance extremely large. May not
## be able to obtain stable results.
## 
## Random-Effects Model (k = 609; tau^2 estimator: REML)
## 
## tau^2 (estimated amount of total heterogeneity): 0.0214 (SE = 0.0017)
## tau (square root of estimated tau^2 value):      0.1464
## I^2 (total heterogeneity / total variability):   100.00%
## H^2 (total variability / sampling variability):  25152.10
## 
## Test for Heterogeneity:
## Q(df = 608) = 24002805.7612, p-val < .0001
## 
## Model Results:
## 
## estimate      se    zval    pval    ci.lb   ci.ub 
##   0.0023  0.0076  0.3004  0.7639  -0.0126  0.0171    
## 
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## Random-Effects Model (k = 127; tau^2 estimator: REML)
## 
## tau^2 (estimated amount of total heterogeneity): 0.0272 (SE = 0.0041)
## tau (square root of estimated tau^2 value):      0.1649
## I^2 (total heterogeneity / total variability):   100.00%
## H^2 (total variability / sampling variability):  131223.60
## 
## Test for Heterogeneity:
## Q(df = 126) = 26920463.9355, p-val < .0001
## 
## Model Results:
## 
## estimate      se     zval    pval    ci.lb    ci.ub 
##  -0.0361  0.0164  -2.2045  0.0275  -0.0682  -0.0040  * 
## 
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## Random-Effects Model (k = 43; tau^2 estimator: REML)
## 
## tau^2 (estimated amount of total heterogeneity): 0.0286 (SE = 0.0072)
## tau (square root of estimated tau^2 value):      0.1690
## I^2 (total heterogeneity / total variability):   99.90%
## H^2 (total variability / sampling variability):  958.07
## 
## Test for Heterogeneity:
## Q(df = 42) = 517418.6612, p-val < .0001
## 
## Model Results:
## 
## estimate      se    zval    pval    ci.lb   ci.ub 
##   0.0200  0.0280  0.7167  0.4736  -0.0348  0.0749    
## 
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## Random-Effects Model (k = 33; tau^2 estimator: REML)
## 
## tau^2 (estimated amount of total heterogeneity): 0 (SE = 0.0199)
## tau (square root of estimated tau^2 value):      0
## I^2 (total heterogeneity / total variability):   0.00%
## H^2 (total variability / sampling variability):  1.00
## 
## Test for Heterogeneity:
## Q(df = 32) = 12.1876, p-val = 0.9994
## 
## Model Results:
## 
## estimate      se     zval    pval    ci.lb    ci.ub 
##  -0.1938  0.0581  -3.3354  0.0009  -0.3077  -0.0799  *** 
## 
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## Random-Effects Model (k = 51; tau^2 estimator: REML)
## 
## tau^2 (estimated amount of total heterogeneity): 0.0052 (SE = 0.0024)
## tau (square root of estimated tau^2 value):      0.0720
## I^2 (total heterogeneity / total variability):   59.67%
## H^2 (total variability / sampling variability):  2.48
## 
## Test for Heterogeneity:
## Q(df = 50) = 113.7875, p-val < .0001
## 
## Model Results:
## 
## estimate      se     zval    pval    ci.lb   ci.ub 
##  -0.0054  0.0180  -0.3024  0.7624  -0.0407  0.0298    
## 
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## Random-Effects Model (k = 4; tau^2 estimator: REML)
## 
## tau^2 (estimated amount of total heterogeneity): 0 (SE = 0.0873)
## tau (square root of estimated tau^2 value):      0
## I^2 (total heterogeneity / total variability):   0.00%
## H^2 (total variability / sampling variability):  1.00
## 
## Test for Heterogeneity:
## Q(df = 3) = 1.5633, p-val = 0.6677
## 
## Model Results:
## 
## estimate      se    zval    pval    ci.lb   ci.ub 
##   0.2516  0.1649  1.5257  0.1271  -0.0716  0.5748    
## 
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
2.6.1.6.1 Forest plot

Plot the above forest plot using ggplot2

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2.6.1.7 Estimated effect size based on the precipitation levels

## Warning: Ratio of largest to smallest sampling variance extremely large. May not
## be able to obtain stable results.

## Warning: Ratio of largest to smallest sampling variance extremely large. May not
## be able to obtain stable results.
## 
## Random-Effects Model (k = 486; tau^2 estimator: REML)
## 
##   logLik  deviance       AIC       BIC      AICc 
##  12.6223  -25.2447  -21.2447  -12.8764  -21.2198   
## 
## tau^2 (estimated amount of total heterogeneity): 0.0266 (SE = 0.0025)
## tau (square root of estimated tau^2 value):      0.1631
## I^2 (total heterogeneity / total variability):   100.00%
## H^2 (total variability / sampling variability):  89218.26
## 
## Test for Heterogeneity:
## Q(df = 485) = 34405357.8981, p-val < .0001
## 
## Model Results:
## 
## estimate      se     zval    pval    ci.lb   ci.ub 
##  -0.0077  0.0095  -0.8115  0.4171  -0.0264  0.0110    
## 
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## Random-Effects Model (k = 287; tau^2 estimator: REML)
## 
##   logLik  deviance       AIC       BIC      AICc 
##  26.5194  -53.0388  -49.0388  -41.7268  -48.9964   
## 
## tau^2 (estimated amount of total heterogeneity): 0.0166 (SE = 0.0020)
## tau (square root of estimated tau^2 value):      0.1288
## I^2 (total heterogeneity / total variability):   99.79%
## H^2 (total variability / sampling variability):  476.57
## 
## Test for Heterogeneity:
## Q(df = 286) = 43504.5258, p-val < .0001
## 
## Model Results:
## 
## estimate      se     zval    pval    ci.lb   ci.ub 
##  -0.0177  0.0099  -1.7908  0.0733  -0.0371  0.0017  . 
## 
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## Random-Effects Model (k = 94; tau^2 estimator: REML)
## 
##   logLik  deviance       AIC       BIC      AICc 
##  49.7143  -99.4286  -95.4286  -90.3634  -95.2953   
## 
## tau^2 (estimated amount of total heterogeneity): 0.0170 (SE = 0.0030)
## tau (square root of estimated tau^2 value):      0.1304
## I^2 (total heterogeneity / total variability):   99.98%
## H^2 (total variability / sampling variability):  4273.24
## 
## Test for Heterogeneity:
## Q(df = 93) = 959340.7319, p-val < .0001
## 
## Model Results:
## 
## estimate      se    zval    pval    ci.lb   ci.ub 
##   0.0198  0.0148  1.3310  0.1832  -0.0093  0.0489    
## 
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
2.6.1.7.1 Forest plot

2.6.2 Precipitation and soil fauna analysis (H2)

To test the 2nd hypothesis that In low precipitation or drought environments, soil fauna effects on decomposition will be more predominant in the mixed species litter than single species litter. Here we create a new data-frames based on the precipitation levels and run a metaregression using fauna data as the moderator for the three levels of precipitation.

2.6.2.1 Create new data sets

## [1] 486  56
## [1] 287  56
## [1] 94 56
## [1] 140  56
## [1] 53 56
## [1] 81 56

2.6.2.2 Calculate the estimate for each new data set

We used random effect model to do so

2.6.2.2.1 Low precipitation
## Warning: Ratio of largest to smallest sampling variance extremely large. May not
## be able to obtain stable results.
## 
## Random-Effects Model (k = 486; tau^2 estimator: REML)
## 
##   logLik  deviance       AIC       BIC      AICc 
##  12.6223  -25.2447  -21.2447  -12.8764  -21.2198   
## 
## tau^2 (estimated amount of total heterogeneity): 0.0266 (SE = 0.0025)
## tau (square root of estimated tau^2 value):      0.1631
## I^2 (total heterogeneity / total variability):   100.00%
## H^2 (total variability / sampling variability):  89218.26
## 
## Test for Heterogeneity:
## Q(df = 485) = 34405357.8981, p-val < .0001
## 
## Model Results:
## 
## estimate      se     zval    pval    ci.lb   ci.ub 
##  -0.0077  0.0095  -0.8115  0.4171  -0.0264  0.0110    
## 
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
2.6.2.2.2 Medium precipitation
## Warning: Ratio of largest to smallest sampling variance extremely large. May not
## be able to obtain stable results.
## 
## Random-Effects Model (k = 287; tau^2 estimator: REML)
## 
##   logLik  deviance       AIC       BIC      AICc 
##  26.5194  -53.0388  -49.0388  -41.7268  -48.9964   
## 
## tau^2 (estimated amount of total heterogeneity): 0.0166 (SE = 0.0020)
## tau (square root of estimated tau^2 value):      0.1288
## I^2 (total heterogeneity / total variability):   99.79%
## H^2 (total variability / sampling variability):  476.57
## 
## Test for Heterogeneity:
## Q(df = 286) = 43504.5258, p-val < .0001
## 
## Model Results:
## 
## estimate      se     zval    pval    ci.lb   ci.ub 
##  -0.0177  0.0099  -1.7908  0.0733  -0.0371  0.0017  . 
## 
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
2.6.2.2.3 High precipitation
## 
## Random-Effects Model (k = 94; tau^2 estimator: REML)
## 
##   logLik  deviance       AIC       BIC      AICc 
##  49.7143  -99.4286  -95.4286  -90.3634  -95.2953   
## 
## tau^2 (estimated amount of total heterogeneity): 0.0170 (SE = 0.0030)
## tau (square root of estimated tau^2 value):      0.1304
## I^2 (total heterogeneity / total variability):   99.98%
## H^2 (total variability / sampling variability):  4273.24
## 
## Test for Heterogeneity:
## Q(df = 93) = 959340.7319, p-val < .0001
## 
## Model Results:
## 
## estimate      se    zval    pval    ci.lb   ci.ub 
##   0.0198  0.0148  1.3310  0.1832  -0.0093  0.0489    
## 
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1

2.6.2.3 Meta regression on each data set

we performed a meta-regression using fauna as the main moderator for each data. This is to see how fauna effect changes with the precipitation levels.

2.6.2.3.1 Estimate of effect size
## Warning: Ratio of largest to smallest sampling variance extremely large. May not
## be able to obtain stable results.

## Warning: Ratio of largest to smallest sampling variance extremely large. May not
## be able to obtain stable results.
## 
## Mixed-Effects Model (k = 94; tau^2 estimator: REML)
## 
##   logLik  deviance       AIC       BIC      AICc 
##  49.1350  -98.2700  -92.2700  -84.7046  -91.9972   
## 
## tau^2 (estimated amount of residual heterogeneity):     0.0170 (SE = 0.0030)
## tau (square root of estimated tau^2 value):             0.1305
## I^2 (residual heterogeneity / unaccounted variability): 99.97%
## H^2 (unaccounted variability / sampling variability):   3060.48
## R^2 (amount of heterogeneity accounted for):            0.00%
## 
## Test for Residual Heterogeneity:
## QE(df = 92) = 865775.0752, p-val < .0001
## 
## Test of Moderators (coefficient 2):
## QM(df = 1) = 0.8868, p-val = 0.3464
## 
## Model Results:
## 
##                         estimate      se     zval    pval    ci.lb   ci.ub 
## intrcpt                   0.0351  0.0220   1.5922  0.1113  -0.0081  0.0783    
## Fauna_availablepresent   -0.0281  0.0298  -0.9417  0.3464  -0.0866  0.0304    
## 
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## Mixed-Effects Model (k = 287; tau^2 estimator: REML)
## 
##   logLik  deviance       AIC       BIC      AICc 
##  31.6948  -63.3896  -57.3896  -46.4321  -57.3042   
## 
## tau^2 (estimated amount of residual heterogeneity):     0.0161 (SE = 0.0020)
## tau (square root of estimated tau^2 value):             0.1267
## I^2 (residual heterogeneity / unaccounted variability): 99.78%
## H^2 (unaccounted variability / sampling variability):   452.73
## R^2 (amount of heterogeneity accounted for):            3.24%
## 
## Test for Residual Heterogeneity:
## QE(df = 285) = 42620.6821, p-val < .0001
## 
## Test of Moderators (coefficient 2):
## QM(df = 1) = 12.3127, p-val = 0.0004
## 
## Model Results:
## 
##                         estimate      se     zval    pval    ci.lb    ci.ub 
## intrcpt                  -0.0440  0.0123  -3.5739  0.0004  -0.0682  -0.0199 
## Fauna_availablepresent    0.0710  0.0202   3.5089  0.0004   0.0313   0.1106 
##  
## intrcpt                 *** 
## Fauna_availablepresent  *** 
## 
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## Mixed-Effects Model (k = 486; tau^2 estimator: REML)
## 
##   logLik  deviance       AIC       BIC      AICc 
##  23.5946  -47.1893  -41.1893  -28.6430  -41.1393   
## 
## tau^2 (estimated amount of residual heterogeneity):     0.0250 (SE = 0.0023)
## tau (square root of estimated tau^2 value):             0.1580
## I^2 (residual heterogeneity / unaccounted variability): 100.00%
## H^2 (unaccounted variability / sampling variability):   83868.18
## R^2 (amount of heterogeneity accounted for):            6.13%
## 
## Test for Residual Heterogeneity:
## QE(df = 484) = 32897837.6635, p-val < .0001
## 
## Test of Moderators (coefficient 2):
## QM(df = 1) = 23.9528, p-val < .0001
## 
## Model Results:
## 
##                         estimate      se     zval    pval    ci.lb    ci.ub 
## intrcpt                  -0.0408  0.0116  -3.5200  0.0004  -0.0635  -0.0181 
## Fauna_availablepresent    0.0951  0.0194   4.8942  <.0001   0.0570   0.1332 
##  
## intrcpt                 *** 
## Fauna_availablepresent  *** 
## 
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1

From the metaregression results as the precipitation reduces the impact of soil fauna availability on the overall effect size increases.

2.6.2.3.2 Fauna effect on different precipitation levels
## Warning: Ratio of largest to smallest sampling variance extremely large. May not
## be able to obtain stable results.

## Warning: Ratio of largest to smallest sampling variance extremely large. May not
## be able to obtain stable results.

## Warning: Ratio of largest to smallest sampling variance extremely large. May not
## be able to obtain stable results.
## 
## Random-Effects Model (k = 140; tau^2 estimator: REML)
## 
## tau^2 (estimated amount of total heterogeneity): 0.0553 (SE = 0.0078)
## tau (square root of estimated tau^2 value):      0.2351
## I^2 (total heterogeneity / total variability):   100.00%
## H^2 (total variability / sampling variability):  645655.67
## 
## Test for Heterogeneity:
## Q(df = 139) = 32894186.1146, p-val < .0001
## 
## Model Results:
## 
## estimate      se    zval    pval   ci.lb   ci.ub 
##   0.0480  0.0218  2.2006  0.0278  0.0052  0.0907  * 
## 
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## Random-Effects Model (k = 81; tau^2 estimator: REML)
## 
## tau^2 (estimated amount of total heterogeneity): 0.0481 (SE = 0.0085)
## tau (square root of estimated tau^2 value):      0.2193
## I^2 (total heterogeneity / total variability):   99.73%
## H^2 (total variability / sampling variability):  371.25
## 
## Test for Heterogeneity:
## Q(df = 80) = 7443.0820, p-val < .0001
## 
## Model Results:
## 
## estimate      se    zval    pval    ci.lb   ci.ub 
##   0.0414  0.0262  1.5779  0.1146  -0.0100  0.0929    
## 
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## Random-Effects Model (k = 53; tau^2 estimator: REML)
## 
## tau^2 (estimated amount of total heterogeneity): 0.0254 (SE = 0.0058)
## tau (square root of estimated tau^2 value):      0.1595
## I^2 (total heterogeneity / total variability):   99.99%
## H^2 (total variability / sampling variability):  7883.46
## 
## Test for Heterogeneity:
## Q(df = 52) = 865088.1143, p-val < .0001
## 
## Model Results:
## 
## estimate      se    zval    pval    ci.lb   ci.ub 
##   0.0065  0.0239  0.2740  0.7841  -0.0403  0.0533    
## 
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## Random-Effects Model (k = 346; tau^2 estimator: REML)
## 
## tau^2 (estimated amount of total heterogeneity): 0.0047 (SE = 0.0007)
## tau (square root of estimated tau^2 value):      0.0689
## I^2 (total heterogeneity / total variability):   97.74%
## H^2 (total variability / sampling variability):  44.15
## 
## Test for Heterogeneity:
## Q(df = 345) = 3651.5488, p-val < .0001
## 
## Model Results:
## 
## estimate      se     zval    pval    ci.lb    ci.ub 
##  -0.0257  0.0062  -4.1398  <.0001  -0.0379  -0.0135  *** 
## 
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## Random-Effects Model (k = 206; tau^2 estimator: REML)
## 
## tau^2 (estimated amount of total heterogeneity): 0.0053 (SE = 0.0010)
## tau (square root of estimated tau^2 value):      0.0727
## I^2 (total heterogeneity / total variability):   99.48%
## H^2 (total variability / sampling variability):  191.79
## 
## Test for Heterogeneity:
## Q(df = 205) = 35177.6001, p-val < .0001
## 
## Model Results:
## 
## estimate      se     zval    pval    ci.lb    ci.ub 
##  -0.0372  0.0081  -4.6059  <.0001  -0.0530  -0.0213  *** 
## 
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## Random-Effects Model (k = 41; tau^2 estimator: REML)
## 
## tau^2 (estimated amount of total heterogeneity): 0.0051 (SE = 0.0015)
## tau (square root of estimated tau^2 value):      0.0713
## I^2 (total heterogeneity / total variability):   98.19%
## H^2 (total variability / sampling variability):  55.29
## 
## Test for Heterogeneity:
## Q(df = 40) = 686.9609, p-val < .0001
## 
## Model Results:
## 
## estimate      se    zval    pval   ci.lb   ci.ub 
##   0.0385  0.0133  2.8853  0.0039  0.0123  0.0646  ** 
## 
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
2.6.2.3.3 Forest plot

Plot precipitation and fauna with ggplot2.

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visualize the relationship between soil fauna status and annual precipitation in mm Only the fauna status that shows significant effect is shown. This the Figure S2 in the supplementary material.

## 
## Attaching package: 'ggpubr'
## The following object is masked from 'package:plyr':
## 
##     mutate
## `geom_smooth()` using formula 'y ~ x'
## Warning: Removed 19 rows containing non-finite values (stat_smooth).
## Warning: Removed 19 rows containing non-finite values (stat_cor).
## `geom_smooth()` using formula 'y ~ x'
## Warning: Removed 15 rows containing non-finite values (stat_smooth).
## Warning: Removed 19 rows containing missing values (geom_point).
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Using ggplot to visualize the relationship between soil fauna and precipitation. we only show the linear regression when its positive.

## `geom_smooth()` using formula 'y ~ x'
## Warning: Removed 15 rows containing non-finite values (stat_smooth).
## Warning: Removed 19 rows containing missing values (geom_point).
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See the relationship of fauna status and incubation period.

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2.6.3 Effect size for fauna inclusion by climatic region

We did a metaregression showing how availability of fauna affects the effect sizes by climatic region here we create new data frame based on the climatic region

2.6.3.1 Create new data set

## [1] 120  56
## [1] 243  56
## [1] 504  56

2.6.3.2 Random effect models

Here we do a random effect model for each climatic region

## 
## Random-Effects Model (k = 120; tau^2 estimator: REML)
## 
##   logLik  deviance       AIC       BIC      AICc 
##  -0.2995    0.5991    4.5991   10.1573    4.7025   
## 
## tau^2 (estimated amount of total heterogeneity): 0.0340 (SE = 0.0049)
## tau (square root of estimated tau^2 value):      0.1845
## I^2 (total heterogeneity / total variability):   99.89%
## H^2 (total variability / sampling variability):  871.73
## 
## Test for Heterogeneity:
## Q(df = 119) = 9309.8100, p-val < .0001
## 
## Model Results:
## 
## estimate      se    zval    pval   ci.lb   ci.ub 
##   0.0523  0.0181  2.8910  0.0038  0.0168  0.0878  ** 
## 
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## Warning: Ratio of largest to smallest sampling variance extremely large. May not
## be able to obtain stable results.
## 
## Random-Effects Model (k = 243; tau^2 estimator: REML)
## 
##   logLik  deviance       AIC       BIC      AICc 
## -22.8779   45.7558   49.7558   56.7336   49.8060   
## 
## tau^2 (estimated amount of total heterogeneity): 0.0392 (SE = 0.0051)
## tau (square root of estimated tau^2 value):      0.1979
## I^2 (total heterogeneity / total variability):   100.00%
## H^2 (total variability / sampling variability):  264013.61
## 
## Test for Heterogeneity:
## Q(df = 242) = 35964103.8952, p-val < .0001
## 
## Model Results:
## 
## estimate      se    zval    pval    ci.lb   ci.ub 
##   0.0193  0.0161  1.1939  0.2325  -0.0124  0.0509    
## 
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## Warning: Ratio of largest to smallest sampling variance extremely large. May not
## be able to obtain stable results.
## 
## Random-Effects Model (k = 504; tau^2 estimator: REML)
## 
##    logLik   deviance        AIC        BIC       AICc 
##  186.6907  -373.3814  -369.3814  -360.9403  -369.3574   
## 
## tau^2 (estimated amount of total heterogeneity): 0.0078 (SE = 0.0008)
## tau (square root of estimated tau^2 value):      0.0881
## I^2 (total heterogeneity / total variability):   99.69%
## H^2 (total variability / sampling variability):  321.03
## 
## Test for Heterogeneity:
## Q(df = 503) = 904792.7749, p-val < .0001
## 
## Model Results:
## 
## estimate      se     zval    pval    ci.lb    ci.ub 
##  -0.0359  0.0056  -6.3569  <.0001  -0.0469  -0.0248  *** 
## 
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## Warning: Ratio of largest to smallest sampling variance extremely large. May not
## be able to obtain stable results.

## Warning: Ratio of largest to smallest sampling variance extremely large. May not
## be able to obtain stable results.
## 
## Mixed-Effects Model (k = 120; tau^2 estimator: REML)
## 
##   logLik  deviance       AIC       BIC      AICc 
##  -1.0309    2.0619    8.0619   16.3739    8.2724   
## 
## tau^2 (estimated amount of residual heterogeneity):     0.0345 (SE = 0.0050)
## tau (square root of estimated tau^2 value):             0.1858
## I^2 (residual heterogeneity / unaccounted variability): 99.83%
## H^2 (unaccounted variability / sampling variability):   584.36
## R^2 (amount of heterogeneity accounted for):            0.00%
## 
## Test for Residual Heterogeneity:
## QE(df = 118) = 9024.2625, p-val < .0001
## 
## Test of Moderators (coefficient 2):
## QM(df = 1) = 0.0002, p-val = 0.9880
## 
## Model Results:
## 
##                         estimate      se     zval    pval    ci.lb   ci.ub 
## intrcpt                   0.0530  0.0397   1.3341  0.1822  -0.0248  0.1307    
## Fauna_availablepresent   -0.0007  0.0447  -0.0151  0.9880  -0.0882  0.0869    
## 
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## Mixed-Effects Model (k = 243; tau^2 estimator: REML)
## 
##   logLik  deviance       AIC       BIC      AICc 
##   6.4286  -12.8573   -6.8573    3.5971   -6.7560   
## 
## tau^2 (estimated amount of residual heterogeneity):     0.0276 (SE = 0.0038)
## tau (square root of estimated tau^2 value):             0.1661
## I^2 (residual heterogeneity / unaccounted variability): 100.00%
## H^2 (unaccounted variability / sampling variability):   186500.48
## R^2 (amount of heterogeneity accounted for):            29.57%
## 
## Test for Residual Heterogeneity:
## QE(df = 241) = 32902277.2758, p-val < .0001
## 
## Test of Moderators (coefficient 2):
## QM(df = 1) = 70.5189, p-val < .0001
## 
## Model Results:
## 
##                         estimate      se     zval    pval    ci.lb    ci.ub 
## intrcpt                  -0.0540  0.0170  -3.1824  0.0015  -0.0873  -0.0207 
## Fauna_availablepresent    0.2555  0.0304   8.3976  <.0001   0.1959   0.3152 
##  
## intrcpt                  ** 
## Fauna_availablepresent  *** 
## 
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## Mixed-Effects Model (k = 504; tau^2 estimator: REML)
## 
##    logLik   deviance        AIC        BIC       AICc 
##  189.6193  -379.2387  -373.2387  -360.5829  -373.1905   
## 
## tau^2 (estimated amount of residual heterogeneity):     0.0072 (SE = 0.0008)
## tau (square root of estimated tau^2 value):             0.0850
## I^2 (residual heterogeneity / unaccounted variability): 99.63%
## H^2 (unaccounted variability / sampling variability):   271.78
## R^2 (amount of heterogeneity accounted for):            6.85%
## 
## Test for Residual Heterogeneity:
## QE(df = 502) = 859121.4604, p-val < .0001
## 
## Test of Moderators (coefficient 2):
## QM(df = 1) = 8.6998, p-val = 0.0032
## 
## Model Results:
## 
##                         estimate      se     zval    pval    ci.lb    ci.ub 
## intrcpt                  -0.0261  0.0064  -4.0790  <.0001  -0.0386  -0.0136 
## Fauna_availablepresent   -0.0369  0.0125  -2.9495  0.0032  -0.0615  -0.0124 
##  
## intrcpt                 *** 
## Fauna_availablepresent   ** 
## 
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1

2.6.3.3 Effect sizes based on the fauna status in diffrent climatic regions

## Warning: Ratio of largest to smallest sampling variance extremely large. May not
## be able to obtain stable results.
## 
## Random-Effects Model (k = 97; tau^2 estimator: REML)
## 
## tau^2 (estimated amount of total heterogeneity): 0.0438 (SE = 0.0071)
## tau (square root of estimated tau^2 value):      0.2094
## I^2 (total heterogeneity / total variability):   99.79%
## H^2 (total variability / sampling variability):  482.44
## 
## Test for Heterogeneity:
## Q(df = 96) = 8333.2660, p-val < .0001
## 
## Model Results:
## 
## estimate      se    zval    pval   ci.lb   ci.ub 
##   0.0548  0.0229  2.3961  0.0166  0.0100  0.0996  * 
## 
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## Random-Effects Model (k = 50; tau^2 estimator: REML)
## 
## tau^2 (estimated amount of total heterogeneity): 0.0761 (SE = 0.0163)
## tau (square root of estimated tau^2 value):      0.2758
## I^2 (total heterogeneity / total variability):   100.00%
## H^2 (total variability / sampling variability):  2519399.95
## 
## Test for Heterogeneity:
## Q(df = 49) = 32867448.2532, p-val < .0001
## 
## Model Results:
## 
## estimate      se    zval    pval   ci.lb   ci.ub 
##   0.1938  0.0404  4.8021  <.0001  0.1147  0.2729  *** 
## 
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## Random-Effects Model (k = 127; tau^2 estimator: REML)
## 
## tau^2 (estimated amount of total heterogeneity): 0.0140 (SE = 0.0027)
## tau (square root of estimated tau^2 value):      0.1182
## I^2 (total heterogeneity / total variability):   99.94%
## H^2 (total variability / sampling variability):  1714.10
## 
## Test for Heterogeneity:
## Q(df = 126) = 855088.9384, p-val < .0001
## 
## Model Results:
## 
## estimate      se     zval    pval    ci.lb    ci.ub 
##  -0.0560  0.0134  -4.1816  <.0001  -0.0823  -0.0298  *** 
## 
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## Warning: Ratio of largest to smallest sampling variance extremely large. May not
## be able to obtain stable results.

## Warning: Ratio of largest to smallest sampling variance extremely large. May not
## be able to obtain stable results.
## 
## Random-Effects Model (k = 23; tau^2 estimator: REML)
## 
## tau^2 (estimated amount of total heterogeneity): 0.0080 (SE = 0.0026)
## tau (square root of estimated tau^2 value):      0.0896
## I^2 (total heterogeneity / total variability):   99.71%
## H^2 (total variability / sampling variability):  344.57
## 
## Test for Heterogeneity:
## Q(df = 22) = 690.9965, p-val < .0001
## 
## Model Results:
## 
## estimate      se    zval    pval   ci.lb   ci.ub 
##   0.0487  0.0198  2.4659  0.0137  0.0100  0.0875  * 
## 
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## Random-Effects Model (k = 193; tau^2 estimator: REML)
## 
## tau^2 (estimated amount of total heterogeneity): 0.0047 (SE = 0.0012)
## tau (square root of estimated tau^2 value):      0.0684
## I^2 (total heterogeneity / total variability):   99.41%
## H^2 (total variability / sampling variability):  169.09
## 
## Test for Heterogeneity:
## Q(df = 192) = 34829.0226, p-val < .0001
## 
## Model Results:
## 
## estimate      se     zval    pval    ci.lb    ci.ub 
##  -0.0411  0.0097  -4.2569  <.0001  -0.0601  -0.0222  *** 
## 
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## Random-Effects Model (k = 377; tau^2 estimator: REML)
## 
## tau^2 (estimated amount of total heterogeneity): 0.0048 (SE = 0.0006)
## tau (square root of estimated tau^2 value):      0.0690
## I^2 (total heterogeneity / total variability):   97.70%
## H^2 (total variability / sampling variability):  43.41
## 
## Test for Heterogeneity:
## Q(df = 376) = 4032.5220, p-val < .0001
## 
## Model Results:
## 
## estimate      se     zval    pval    ci.lb    ci.ub 
##  -0.0239  0.0055  -4.3833  <.0001  -0.0346  -0.0132  *** 
## 
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1

2.6.3.4 Forest plot

We used ggplot to plot the above plot

## [1] 1 2 3 1 2 3 1 2 3
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2.6.4 Fauna effects in diffrent ecosystem types

2.6.4.1 Create new data sets

First we create a data frame for each of the ecosystem type

## [1] 594  56
## [1] 61 56
## [1] 156  56
## [1] 56 56

2.6.4.2 Calculate the effect size based on the fauna status per ecosystem

## Warning: Ratio of largest to smallest sampling variance extremely large. May not
## be able to obtain stable results.
## 
## Random-Effects Model (k = 203; tau^2 estimator: REML)
## 
## tau^2 (estimated amount of total heterogeneity): 0.0332 (SE = 0.0041)
## tau (square root of estimated tau^2 value):      0.1823
## I^2 (total heterogeneity / total variability):   99.95%
## H^2 (total variability / sampling variability):  2206.57
## 
## Test for Heterogeneity:
## Q(df = 202) = 600518.4067, p-val < .0001
## 
## Model Results:
## 
## estimate      se    zval    pval    ci.lb   ci.ub 
##   0.0281  0.0145  1.9426  0.0521  -0.0003  0.0565  . 
## 
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## Random-Effects Model (k = 15; tau^2 estimator: REML)
## 
## tau^2 (estimated amount of total heterogeneity): 0.0682 (SE = 0.0273)
## tau (square root of estimated tau^2 value):      0.2611
## I^2 (total heterogeneity / total variability):   100.00%
## H^2 (total variability / sampling variability):  7864747.54
## 
## Test for Heterogeneity:
## Q(df = 14) = 30223925.6615, p-val < .0001
## 
## Model Results:
## 
## estimate      se    zval    pval   ci.lb   ci.ub 
##   0.4745  0.0696  6.8146  <.0001  0.3380  0.6109  *** 
## 
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## Random-Effects Model (k = 49; tau^2 estimator: REML)
## 
## tau^2 (estimated amount of total heterogeneity): 0.0081 (SE = 0.0021)
## tau (square root of estimated tau^2 value):      0.0900
## I^2 (total heterogeneity / total variability):   98.83%
## H^2 (total variability / sampling variability):  85.38
## 
## Test for Heterogeneity:
## Q(df = 48) = 351.8544, p-val < .0001
## 
## Model Results:
## 
## estimate      se     zval    pval    ci.lb    ci.ub 
##  -0.0549  0.0148  -3.6996  0.0002  -0.0840  -0.0258  *** 
## 
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## Random-Effects Model (k = 7; tau^2 estimator: REML)
## 
## tau^2 (estimated amount of total heterogeneity): 0.0008 (SE = 0.0010)
## tau (square root of estimated tau^2 value):      0.0287
## I^2 (total heterogeneity / total variability):   66.29%
## H^2 (total variability / sampling variability):  2.97
## 
## Test for Heterogeneity:
## Q(df = 6) = 13.4516, p-val = 0.0364
## 
## Model Results:
## 
## estimate      se     zval    pval    ci.lb   ci.ub 
##  -0.0037  0.0159  -0.2333  0.8155  -0.0349  0.0275    
## 
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## Warning: Ratio of largest to smallest sampling variance extremely large. May not
## be able to obtain stable results.

## Warning: Ratio of largest to smallest sampling variance extremely large. May not
## be able to obtain stable results.
## 
## Random-Effects Model (k = 391; tau^2 estimator: REML)
## 
## tau^2 (estimated amount of total heterogeneity): 0.0000 (SE = 0.0000)
## tau (square root of estimated tau^2 value):      0.0029
## I^2 (total heterogeneity / total variability):   7.35%
## H^2 (total variability / sampling variability):  1.08
## 
## Test for Heterogeneity:
## Q(df = 390) = 1347.3453, p-val < .0001
## 
## Model Results:
## 
## estimate      se    zval    pval    ci.lb   ci.ub 
##   0.0010  0.0012  0.8088  0.4186  -0.0014  0.0033    
## 
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## Random-Effects Model (k = 46; tau^2 estimator: REML)
## 
## tau^2 (estimated amount of total heterogeneity): 0.0053 (SE = 0.0014)
## tau (square root of estimated tau^2 value):      0.0725
## I^2 (total heterogeneity / total variability):   99.77%
## H^2 (total variability / sampling variability):  427.64
## 
## Test for Heterogeneity:
## Q(df = 45) = 1958.2692, p-val < .0001
## 
## Model Results:
## 
## estimate      se     zval    pval    ci.lb    ci.ub 
##  -0.0368  0.0123  -2.9870  0.0028  -0.0610  -0.0127  ** 
## 
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## Random-Effects Model (k = 107; tau^2 estimator: REML)
## 
## tau^2 (estimated amount of total heterogeneity): 0.0011 (SE = 0.0004)
## tau (square root of estimated tau^2 value):      0.0333
## I^2 (total heterogeneity / total variability):   97.85%
## H^2 (total variability / sampling variability):  46.46
## 
## Test for Heterogeneity:
## Q(df = 106) = 3956.9126, p-val < .0001
## 
## Model Results:
## 
## estimate      se     zval    pval    ci.lb    ci.ub 
##  -0.0562  0.0069  -8.1674  <.0001  -0.0696  -0.0427  *** 
## 
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## Random-Effects Model (k = 49; tau^2 estimator: REML)
## 
## tau^2 (estimated amount of total heterogeneity): 0.0091 (SE = 0.0023)
## tau (square root of estimated tau^2 value):      0.0955
## I^2 (total heterogeneity / total variability):   95.96%
## H^2 (total variability / sampling variability):  24.78
## 
## Test for Heterogeneity:
## Q(df = 48) = 376.9601, p-val < .0001
## 
## Model Results:
## 
## estimate      se    zval    pval    ci.lb   ci.ub 
##   0.0268  0.0153  1.7502  0.0801  -0.0032  0.0568  . 
## 
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1

2.6.4.3 Forest plot

We plot the forest plot

Manually plot the above forest plots using ggplot since its easier to work on the presentability of the plot.

##  [1] 1 2 3 1 2 3 1 2 3 1 2 3
## Levels: 1 2 3
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2.6.4.4 Model for diffrent ecosystems with fauna availability as the moderator

## Warning: Ratio of largest to smallest sampling variance extremely large. May not
## be able to obtain stable results.

## Warning: Ratio of largest to smallest sampling variance extremely large. May not
## be able to obtain stable results.

## Warning: Ratio of largest to smallest sampling variance extremely large. May not
## be able to obtain stable results.
## 
## Mixed-Effects Model (k = 594; tau^2 estimator: REML)
## 
##    logLik   deviance        AIC        BIC       AICc 
##   75.6281  -151.2562  -145.2562  -132.1057  -145.2154   
## 
## tau^2 (estimated amount of residual heterogeneity):     0.0159 (SE = 0.0014)
## tau (square root of estimated tau^2 value):             0.1262
## I^2 (residual heterogeneity / unaccounted variability): 99.78%
## H^2 (unaccounted variability / sampling variability):   460.37
## R^2 (amount of heterogeneity accounted for):            1.45%
## 
## Test for Residual Heterogeneity:
## QE(df = 592) = 601865.7519, p-val < .0001
## 
## Test of Moderators (coefficient 2):
## QM(df = 1) = 15.8583, p-val < .0001
## 
## Model Results:
## 
##                         estimate      se     zval    pval    ci.lb    ci.ub 
## intrcpt                  -0.0322  0.0093  -3.4529  0.0006  -0.0505  -0.0139 
## Fauna_availablepresent    0.0567  0.0142   3.9822  <.0001   0.0288   0.0846 
##  
## intrcpt                 *** 
## Fauna_availablepresent  *** 
## 
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## Mixed-Effects Model (k = 61; tau^2 estimator: REML)
## 
##   logLik  deviance       AIC       BIC      AICc 
##  26.7722  -53.5444  -47.5444  -41.3118  -47.1080   
## 
## tau^2 (estimated amount of residual heterogeneity):     0.0160 (SE = 0.0033)
## tau (square root of estimated tau^2 value):             0.1263
## I^2 (residual heterogeneity / unaccounted variability): 100.00%
## H^2 (unaccounted variability / sampling variability):   437893.10
## R^2 (amount of heterogeneity accounted for):            78.35%
## 
## Test for Residual Heterogeneity:
## QE(df = 59) = 30225883.9306, p-val < .0001
## 
## Test of Moderators (coefficient 2):
## QM(df = 1) = 189.3867, p-val < .0001
## 
## Model Results:
## 
##                         estimate      se     zval    pval    ci.lb    ci.ub 
## intrcpt                  -0.0408  0.0200  -2.0363  0.0417  -0.0800  -0.0015 
## Fauna_availablepresent    0.5565  0.0404  13.7618  <.0001   0.4772   0.6358 
##  
## intrcpt                   * 
## Fauna_availablepresent  *** 
## 
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## Mixed-Effects Model (k = 156; tau^2 estimator: REML)
## 
##    logLik   deviance        AIC        BIC       AICc 
##   68.5553  -137.1107  -131.1107  -121.9998  -130.9507   
## 
## tau^2 (estimated amount of residual heterogeneity):     0.0038 (SE = 0.0008)
## tau (square root of estimated tau^2 value):             0.0618
## I^2 (residual heterogeneity / unaccounted variability): 99.18%
## H^2 (unaccounted variability / sampling variability):   121.25
## R^2 (amount of heterogeneity accounted for):            1.62%
## 
## Test for Residual Heterogeneity:
## QE(df = 154) = 4308.7670, p-val < .0001
## 
## Test of Moderators (coefficient 2):
## QM(df = 1) = 0.6740, p-val = 0.4117
## 
## Model Results:
## 
##                         estimate      se     zval    pval    ci.lb    ci.ub 
## intrcpt                  -0.0597  0.0113  -5.2700  <.0001  -0.0819  -0.0375 
## Fauna_availablepresent    0.0129  0.0157   0.8209  0.4117  -0.0179   0.0437 
##  
## intrcpt                 *** 
## Fauna_availablepresent 
## 
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## Mixed-Effects Model (k = 56; tau^2 estimator: REML)
## 
##   logLik  deviance       AIC       BIC      AICc 
##  38.8797  -77.7594  -71.7594  -65.7925  -71.2794   
## 
## tau^2 (estimated amount of residual heterogeneity):     0.0079 (SE = 0.0019)
## tau (square root of estimated tau^2 value):             0.0891
## I^2 (residual heterogeneity / unaccounted variability): 95.35%
## H^2 (unaccounted variability / sampling variability):   21.49
## R^2 (amount of heterogeneity accounted for):            0.00%
## 
## Test for Residual Heterogeneity:
## QE(df = 54) = 390.4117, p-val < .0001
## 
## Test of Moderators (coefficient 2):
## QM(df = 1) = 0.5932, p-val = 0.4412
## 
## Model Results:
## 
##                         estimate      se     zval    pval    ci.lb   ci.ub 
## intrcpt                   0.0277  0.0144   1.9149  0.0555  -0.0007  0.0560  . 
## Fauna_availablepresent   -0.0304  0.0394  -0.7702  0.4412  -0.1077  0.0469    
## 
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1

2.6.4.5 Model with species diversity as a moderator

2.6.4.5.1 Species effects in different climatic region
## Warning: Ratio of largest to smallest sampling variance extremely large. May not
## be able to obtain stable results.

## Warning: Ratio of largest to smallest sampling variance extremely large. May not
## be able to obtain stable results.
## 
## Mixed-Effects Model (k = 120; tau^2 estimator: REML)
## 
##   logLik  deviance       AIC       BIC      AICc 
##  -0.9453    1.8907    7.8907   16.2027    8.1012   
## 
## tau^2 (estimated amount of residual heterogeneity):     0.0346 (SE = 0.0050)
## tau (square root of estimated tau^2 value):             0.1859
## I^2 (residual heterogeneity / unaccounted variability): 99.85%
## H^2 (unaccounted variability / sampling variability):   677.00
## R^2 (amount of heterogeneity accounted for):            0.00%
## 
## Test for Residual Heterogeneity:
## QE(df = 118) = 9118.3145, p-val < .0001
## 
## Test of Moderators (coefficient 2):
## QM(df = 1) = 0.1642, p-val = 0.6853
## 
## Model Results:
## 
##                    estimate      se     zval    pval    ci.lb   ci.ub 
## intrcpt              0.0752  0.0591   1.2727  0.2031  -0.0406  0.1911    
## sp_div_in_mixture   -0.0091  0.0225  -0.4052  0.6853  -0.0532  0.0350    
## 
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## Mixed-Effects Model (k = 243; tau^2 estimator: REML)
## 
##   logLik  deviance       AIC       BIC      AICc 
## -22.4586   44.9172   50.9172   61.3716   51.0185   
## 
## tau^2 (estimated amount of residual heterogeneity):     0.0392 (SE = 0.0051)
## tau (square root of estimated tau^2 value):             0.1980
## I^2 (residual heterogeneity / unaccounted variability): 100.00%
## H^2 (unaccounted variability / sampling variability):   236208.64
## R^2 (amount of heterogeneity accounted for):            0.00%
## 
## Test for Residual Heterogeneity:
## QE(df = 241) = 33740528.1481, p-val < .0001
## 
## Test of Moderators (coefficient 2):
## QM(df = 1) = 1.5984, p-val = 0.2061
## 
## Model Results:
## 
##                    estimate      se     zval    pval    ci.lb   ci.ub 
## intrcpt              0.0618  0.0373   1.6558  0.0978  -0.0113  0.1349  . 
## sp_div_in_mixture   -0.0145  0.0115  -1.2643  0.2061  -0.0371  0.0080    
## 
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## Mixed-Effects Model (k = 504; tau^2 estimator: REML)
## 
##    logLik   deviance        AIC        BIC       AICc 
##  188.7237  -377.4474  -371.4474  -358.7916  -371.3992   
## 
## tau^2 (estimated amount of residual heterogeneity):     0.0075 (SE = 0.0008)
## tau (square root of estimated tau^2 value):             0.0866
## I^2 (residual heterogeneity / unaccounted variability): 99.66%
## H^2 (unaccounted variability / sampling variability):   295.86
## R^2 (amount of heterogeneity accounted for):            3.34%
## 
## Test for Residual Heterogeneity:
## QE(df = 502) = 880647.5135, p-val < .0001
## 
## Test of Moderators (coefficient 2):
## QM(df = 1) = 5.6975, p-val = 0.0170
## 
## Model Results:
## 
##                    estimate      se     zval    pval    ci.lb    ci.ub 
## intrcpt              0.0024  0.0169   0.1408  0.8880  -0.0308   0.0356    
## sp_div_in_mixture   -0.0160  0.0067  -2.3869  0.0170  -0.0291  -0.0029  * 
## 
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
2.6.4.5.2 Species effects in different ecosystems
## Warning: Ratio of largest to smallest sampling variance extremely large. May not
## be able to obtain stable results.

## Warning: Ratio of largest to smallest sampling variance extremely large. May not
## be able to obtain stable results.

## Warning: Ratio of largest to smallest sampling variance extremely large. May not
## be able to obtain stable results.
## 
## Mixed-Effects Model (k = 594; tau^2 estimator: REML)
## 
##    logLik   deviance        AIC        BIC       AICc 
##   68.3309  -136.6617  -130.6617  -117.5112  -130.6209   
## 
## tau^2 (estimated amount of residual heterogeneity):     0.0162 (SE = 0.0015)
## tau (square root of estimated tau^2 value):             0.1273
## I^2 (residual heterogeneity / unaccounted variability): 99.79%
## H^2 (unaccounted variability / sampling variability):   474.92
## R^2 (amount of heterogeneity accounted for):            0.00%
## 
## Test for Residual Heterogeneity:
## QE(df = 592) = 582974.3991, p-val < .0001
## 
## Test of Moderators (coefficient 2):
## QM(df = 1) = 0.7057, p-val = 0.4009
## 
## Model Results:
## 
##                    estimate      se     zval    pval    ci.lb   ci.ub 
## intrcpt              0.0052  0.0172   0.3025  0.7623  -0.0285  0.0389    
## sp_div_in_mixture   -0.0050  0.0059  -0.8400  0.4009  -0.0165  0.0066    
## 
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## Mixed-Effects Model (k = 61; tau^2 estimator: REML)
## 
##   logLik  deviance       AIC       BIC      AICc 
##  -2.8545    5.7090   11.7090   17.9416   12.1453   
## 
## tau^2 (estimated amount of residual heterogeneity):     0.0595 (SE = 0.0116)
## tau (square root of estimated tau^2 value):             0.2438
## I^2 (residual heterogeneity / unaccounted variability): 100.00%
## H^2 (unaccounted variability / sampling variability):   1451925.95
## R^2 (amount of heterogeneity accounted for):            19.34%
## 
## Test for Residual Heterogeneity:
## QE(df = 59) = 29922941.6158, p-val < .0001
## 
## Test of Moderators (coefficient 2):
## QM(df = 1) = 14.9462, p-val = 0.0001
## 
## Model Results:
## 
##                    estimate      se     zval    pval    ci.lb    ci.ub 
## intrcpt             -0.5721  0.1732  -3.3036  0.0010  -0.9115  -0.2327  *** 
## sp_div_in_mixture    0.3049  0.0789   3.8660  0.0001   0.1503   0.4595  *** 
## 
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## Mixed-Effects Model (k = 156; tau^2 estimator: REML)
## 
##    logLik   deviance        AIC        BIC       AICc 
##   70.3130  -140.6260  -134.6260  -125.5151  -134.4660   
## 
## tau^2 (estimated amount of residual heterogeneity):     0.0036 (SE = 0.0008)
## tau (square root of estimated tau^2 value):             0.0600
## I^2 (residual heterogeneity / unaccounted variability): 99.10%
## H^2 (unaccounted variability / sampling variability):   110.91
## R^2 (amount of heterogeneity accounted for):            7.04%
## 
## Test for Residual Heterogeneity:
## QE(df = 154) = 7129.7767, p-val < .0001
## 
## Test of Moderators (coefficient 2):
## QM(df = 1) = 4.5387, p-val = 0.0331
## 
## Model Results:
## 
##                    estimate      se     zval    pval    ci.lb    ci.ub 
## intrcpt              0.0075  0.0292   0.2566  0.7975  -0.0498   0.0648    
## sp_div_in_mixture   -0.0234  0.0110  -2.1304  0.0331  -0.0450  -0.0019  * 
## 
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## Mixed-Effects Model (k = 56; tau^2 estimator: REML)
## 
##   logLik  deviance       AIC       BIC      AICc 
##  38.7648  -77.5297  -71.5297  -65.5627  -71.0497   
## 
## tau^2 (estimated amount of residual heterogeneity):     0.0080 (SE = 0.0019)
## tau (square root of estimated tau^2 value):             0.0892
## I^2 (residual heterogeneity / unaccounted variability): 95.44%
## H^2 (unaccounted variability / sampling variability):   21.93
## R^2 (amount of heterogeneity accounted for):            0.00%
## 
## Test for Residual Heterogeneity:
## QE(df = 54) = 388.5222, p-val < .0001
## 
## Test of Moderators (coefficient 2):
## QM(df = 1) = 0.3744, p-val = 0.5406
## 
## Model Results:
## 
##                    estimate      se     zval    pval    ci.lb   ci.ub 
## intrcpt              0.0706  0.0781   0.9046  0.3657  -0.0824  0.2236    
## sp_div_in_mixture   -0.0216  0.0353  -0.6119  0.5406  -0.0909  0.0476    
## 
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
2.6.4.5.3 Effects size based of species diversity across ecosystems

Here we estimate the effect size based on the species richness levels in different ecosystems

## Warning: Ratio of largest to smallest sampling variance extremely large. May not
## be able to obtain stable results.
## 
## Random-Effects Model (k = 396; tau^2 estimator: REML)
## 
## tau^2 (estimated amount of total heterogeneity): 0.0180 (SE = 0.0019)
## tau (square root of estimated tau^2 value):      0.1340
## I^2 (total heterogeneity / total variability):   99.53%
## H^2 (total variability / sampling variability):  213.44
## 
## Test for Heterogeneity:
## Q(df = 395) = 9775.6598, p-val < .0001
## 
## Model Results:
## 
## estimate      se    zval    pval    ci.lb   ci.ub 
##   0.0031  0.0090  0.3397  0.7340  -0.0146  0.0207    
## 
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## Random-Effects Model (k = 77; tau^2 estimator: REML)
## 
## tau^2 (estimated amount of total heterogeneity): 0.0167 (SE = 0.0036)
## tau (square root of estimated tau^2 value):      0.1292
## I^2 (total heterogeneity / total variability):   99.96%
## H^2 (total variability / sampling variability):  2661.39
## 
## Test for Heterogeneity:
## Q(df = 76) = 529767.5449, p-val < .0001
## 
## Model Results:
## 
## estimate      se     zval    pval    ci.lb    ci.ub 
##  -0.0564  0.0176  -3.2011  0.0014  -0.0909  -0.0219  ** 
## 
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## Random-Effects Model (k = 33; tau^2 estimator: REML)
## 
## tau^2 (estimated amount of total heterogeneity): 0.0076 (SE = 0.0029)
## tau (square root of estimated tau^2 value):      0.0871
## I^2 (total heterogeneity / total variability):   92.03%
## H^2 (total variability / sampling variability):  12.55
## 
## Test for Heterogeneity:
## Q(df = 32) = 331.8003, p-val < .0001
## 
## Model Results:
## 
## estimate      se    zval    pval    ci.lb   ci.ub 
##   0.0343  0.0195  1.7591  0.0786  -0.0039  0.0724  . 
## 
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## Random-Effects Model (k = 33; tau^2 estimator: REML)
## 
## tau^2 (estimated amount of total heterogeneity): 0 (SE = 0.0199)
## tau (square root of estimated tau^2 value):      0
## I^2 (total heterogeneity / total variability):   0.00%
## H^2 (total variability / sampling variability):  1.00
## 
## Test for Heterogeneity:
## Q(df = 32) = 12.1876, p-val = 0.9994
## 
## Model Results:
## 
## estimate      se     zval    pval    ci.lb    ci.ub 
##  -0.1938  0.0581  -3.3354  0.0009  -0.3077  -0.0799  *** 
## 
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## Random-Effects Model (k = 51; tau^2 estimator: REML)
## 
## tau^2 (estimated amount of total heterogeneity): 0.0052 (SE = 0.0024)
## tau (square root of estimated tau^2 value):      0.0720
## I^2 (total heterogeneity / total variability):   59.67%
## H^2 (total variability / sampling variability):  2.48
## 
## Test for Heterogeneity:
## Q(df = 50) = 113.7875, p-val < .0001
## 
## Model Results:
## 
## estimate      se     zval    pval    ci.lb   ci.ub 
##  -0.0054  0.0180  -0.3024  0.7624  -0.0407  0.0298    
## 
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## Random-Effects Model (k = 4; tau^2 estimator: REML)
## 
## tau^2 (estimated amount of total heterogeneity): 0 (SE = 0.0873)
## tau (square root of estimated tau^2 value):      0
## I^2 (total heterogeneity / total variability):   0.00%
## H^2 (total variability / sampling variability):  1.00
## 
## Test for Heterogeneity:
## Q(df = 3) = 1.5633, p-val = 0.6677
## 
## Model Results:
## 
## estimate      se    zval    pval    ci.lb   ci.ub 
##   0.2516  0.1649  1.5257  0.1271  -0.0716  0.5748    
## 
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## Random-Effects Model (k = 47; tau^2 estimator: REML)
## 
## tau^2 (estimated amount of total heterogeneity): 0.0088 (SE = 0.0023)
## tau (square root of estimated tau^2 value):      0.0939
## I^2 (total heterogeneity / total variability):   95.65%
## H^2 (total variability / sampling variability):  23.01
## 
## Test for Heterogeneity:
## Q(df = 46) = 351.0020, p-val < .0001
## 
## Model Results:
## 
## estimate      se    zval    pval    ci.lb   ci.ub 
##   0.0267  0.0155  1.7241  0.0847  -0.0036  0.0570  . 
## 
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## Random-Effects Model (k = 9; tau^2 estimator: REML)
## 
## tau^2 (estimated amount of total heterogeneity): 0.0042 (SE = 0.0026)
## tau (square root of estimated tau^2 value):      0.0645
## I^2 (total heterogeneity / total variability):   93.34%
## H^2 (total variability / sampling variability):  15.03
## 
## Test for Heterogeneity:
## Q(df = 8) = 37.5202, p-val < .0001
## 
## Model Results:
## 
## estimate      se    zval    pval    ci.lb   ci.ub 
##   0.0037  0.0244  0.1526  0.8787  -0.0441  0.0515    
## 
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## Warning: Ratio of largest to smallest sampling variance extremely large. May not
## be able to obtain stable results.
## 
## Random-Effects Model (k = 53; tau^2 estimator: REML)
## 
## tau^2 (estimated amount of total heterogeneity): 0.0539 (SE = 0.0113)
## tau (square root of estimated tau^2 value):      0.2321
## I^2 (total heterogeneity / total variability):   100.00%
## H^2 (total variability / sampling variability):  723114.84
## 
## Test for Heterogeneity:
## Q(df = 52) = 18946391.8316, p-val < .0001
## 
## Model Results:
## 
## estimate      se    zval    pval    ci.lb   ci.ub 
##   0.0413  0.0332  1.2436  0.2136  -0.0238  0.1064    
## 
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## Random-Effects Model (k = 7; tau^2 estimator: REML)
## 
## tau^2 (estimated amount of total heterogeneity): 0.1088 (SE = 0.0630)
## tau (square root of estimated tau^2 value):      0.3299
## I^2 (total heterogeneity / total variability):   100.00%
## H^2 (total variability / sampling variability):  10182889.20
## 
## Test for Heterogeneity:
## Q(df = 6) = 8668248.6694, p-val < .0001
## 
## Model Results:
## 
## estimate      se    zval    pval   ci.lb   ci.ub 
##   0.2966  0.1249  2.3749  0.0176  0.0518  0.5413  * 
## 
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## Random-Effects Model (k = 1; tau^2 estimator: REML)
## 
## tau^2 (estimated amount of total heterogeneity): 0
## tau (square root of estimated tau^2 value):      0
## I^2 (total heterogeneity / total variability):   0.00%
## H^2 (total variability / sampling variability):  1.00
## 
## Test for Heterogeneity:
## Q(df = 0) = 0.0000, p-val = 1.0000
## 
## Model Results:
## 
## estimate      se       zval    pval   ci.lb   ci.ub 
##   0.8060  0.0001  8457.1797  <.0001  0.8059  0.8062  *** 
## 
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## Warning: Ratio of largest to smallest sampling variance extremely large. May not
## be able to obtain stable results.
## 
## Random-Effects Model (k = 113; tau^2 estimator: REML)
## 
## tau^2 (estimated amount of total heterogeneity): 0.0042 (SE = 0.0012)
## tau (square root of estimated tau^2 value):      0.0647
## I^2 (total heterogeneity / total variability):   99.07%
## H^2 (total variability / sampling variability):  107.88
## 
## Test for Heterogeneity:
## Q(df = 112) = 5162.0651, p-val < .0001
## 
## Model Results:
## 
## estimate      se     zval    pval    ci.lb    ci.ub 
##  -0.0384  0.0109  -3.5261  0.0004  -0.0597  -0.0170  *** 
## 
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## Random-Effects Model (k = 34; tau^2 estimator: REML)
## 
## tau^2 (estimated amount of total heterogeneity): 0.0043 (SE = 0.0016)
## tau (square root of estimated tau^2 value):      0.0658
## I^2 (total heterogeneity / total variability):   99.31%
## H^2 (total variability / sampling variability):  145.87
## 
## Test for Heterogeneity:
## Q(df = 33) = 1880.1921, p-val < .0001
## 
## Model Results:
## 
## estimate      se     zval    pval    ci.lb    ci.ub 
##  -0.0720  0.0146  -4.9461  <.0001  -0.1006  -0.0435  *** 
## 
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## Random-Effects Model (k = 9; tau^2 estimator: REML)
## 
## tau^2 (estimated amount of total heterogeneity): 0.0002 (SE = 0.0001)
## tau (square root of estimated tau^2 value):      0.0141
## I^2 (total heterogeneity / total variability):   91.71%
## H^2 (total variability / sampling variability):  12.06
## 
## Test for Heterogeneity:
## Q(df = 8) = 86.6699, p-val < .0001
## 
## Model Results:
## 
## estimate      se      zval    pval    ci.lb    ci.ub 
##  -0.0639  0.0059  -10.8004  <.0001  -0.0755  -0.0523  *** 
## 
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
2.6.4.5.4 Forest plot

To visually look at the results, we use of a forest plot

We also manually plot the above forest plots using ggplot2.

##  [1] 1  2  3  4  5  6  12 1  2  3  1  2  3  4  1  2  3  4 
## Levels: 1 2 3 4 5 6 12
## Warning in grid.Call(C_textBounds, as.graphicsAnnot(x$label), x$x, x$y, : font
## family not found in Windows font database

## Warning in grid.Call(C_textBounds, as.graphicsAnnot(x$label), x$x, x$y, : font
## family not found in Windows font database

## Warning in grid.Call(C_textBounds, as.graphicsAnnot(x$label), x$x, x$y, : font
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## Warning in grid.Call(C_textBounds, as.graphicsAnnot(x$label), x$x, x$y, : font
## family not found in Windows font database

2.6.4.5.5 Estimate the effect size at species richness levels in different climatic regions
## Warning: Ratio of largest to smallest sampling variance extremely large. May not
## be able to obtain stable results.
## 
## Random-Effects Model (k = 382; tau^2 estimator: REML)
## 
## tau^2 (estimated amount of total heterogeneity): 0.0062 (SE = 0.0008)
## tau (square root of estimated tau^2 value):      0.0789
## I^2 (total heterogeneity / total variability):   96.90%
## H^2 (total variability / sampling variability):  32.23
## 
## Test for Heterogeneity:
## Q(df = 381) = 1799.4515, p-val < .0001
## 
## Model Results:
## 
## estimate      se     zval    pval    ci.lb    ci.ub 
##  -0.0221  0.0061  -3.6287  0.0003  -0.0341  -0.0102  *** 
## 
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## Random-Effects Model (k = 69; tau^2 estimator: REML)
## 
## tau^2 (estimated amount of total heterogeneity): 0.0106 (SE = 0.0023)
## tau (square root of estimated tau^2 value):      0.1029
## I^2 (total heterogeneity / total variability):   99.96%
## H^2 (total variability / sampling variability):  2560.97
## 
## Test for Heterogeneity:
## Q(df = 68) = 861185.0549, p-val < .0001
## 
## Model Results:
## 
## estimate      se     zval    pval    ci.lb    ci.ub 
##  -0.0729  0.0141  -5.1691  <.0001  -0.1005  -0.0453  *** 
## 
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## Random-Effects Model (k = 11; tau^2 estimator: REML)
## 
## tau^2 (estimated amount of total heterogeneity): 0.0002 (SE = 0.0001)
## tau (square root of estimated tau^2 value):      0.0125
## I^2 (total heterogeneity / total variability):   87.10%
## H^2 (total variability / sampling variability):  7.75
## 
## Test for Heterogeneity:
## Q(df = 10) = 89.9143, p-val < .0001
## 
## Model Results:
## 
## estimate      se      zval    pval    ci.lb    ci.ub 
##  -0.0647  0.0057  -11.4097  <.0001  -0.0758  -0.0536  *** 
## 
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## Random-Effects Model (k = 32; tau^2 estimator: REML)
## 
## tau^2 (estimated amount of total heterogeneity): 0 (SE = 0.0291)
## tau (square root of estimated tau^2 value):      0
## I^2 (total heterogeneity / total variability):   0.00%
## H^2 (total variability / sampling variability):  1.00
## 
## Test for Heterogeneity:
## Q(df = 31) = 10.9038, p-val = 0.9997
## 
## Model Results:
## 
## estimate      se     zval    pval    ci.lb    ci.ub 
##  -0.2278  0.0654  -3.4836  0.0005  -0.3559  -0.0996  *** 
## 
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## Random-Effects Model (k = 6; tau^2 estimator: REML)
## 
## tau^2 (estimated amount of total heterogeneity): 0 (SE = 0.0008)
## tau (square root of estimated tau^2 value):      0
## I^2 (total heterogeneity / total variability):   0.00%
## H^2 (total variability / sampling variability):  1.00
## 
## Test for Heterogeneity:
## Q(df = 5) = 1.7809, p-val = 0.8786
## 
## Model Results:
## 
## estimate      se     zval    pval    ci.lb    ci.ub 
##  -0.0626  0.0146  -4.2977  <.0001  -0.0911  -0.0341  *** 
## 
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## Random-Effects Model (k = 4; tau^2 estimator: REML)
## 
## tau^2 (estimated amount of total heterogeneity): 0 (SE = 0.0873)
## tau (square root of estimated tau^2 value):      0
## I^2 (total heterogeneity / total variability):   0.00%
## H^2 (total variability / sampling variability):  1.00
## 
## Test for Heterogeneity:
## Q(df = 3) = 1.5633, p-val = 0.6677
## 
## Model Results:
## 
## estimate      se    zval    pval    ci.lb   ci.ub 
##   0.2516  0.1649  1.5257  0.1271  -0.0716  0.5748    
## 
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## Warning: Ratio of largest to smallest sampling variance extremely large. May not
## be able to obtain stable results.

## Warning: Ratio of largest to smallest sampling variance extremely large. May not
## be able to obtain stable results.
## 
## Random-Effects Model (k = 150; tau^2 estimator: REML)
## 
## tau^2 (estimated amount of total heterogeneity): 0.0386 (SE = 0.0064)
## tau (square root of estimated tau^2 value):      0.1966
## I^2 (total heterogeneity / total variability):   100.00%
## H^2 (total variability / sampling variability):  183843.91
## 
## Test for Heterogeneity:
## Q(df = 149) = 22598535.7550, p-val < .0001
## 
## Model Results:
## 
## estimate      se    zval    pval    ci.lb   ci.ub 
##   0.0300  0.0205  1.4655  0.1428  -0.0101  0.0701    
## 
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## Random-Effects Model (k = 27; tau^2 estimator: REML)
## 
## tau^2 (estimated amount of total heterogeneity): 0.0801 (SE = 0.0276)
## tau (square root of estimated tau^2 value):      0.2830
## I^2 (total heterogeneity / total variability):   100.00%
## H^2 (total variability / sampling variability):  1731462.23
## 
## Test for Heterogeneity:
## Q(df = 26) = 8970770.8416, p-val < .0001
## 
## Model Results:
## 
## estimate      se     zval    pval    ci.lb   ci.ub 
##  -0.0006  0.0612  -0.0100  0.9920  -0.1205  0.1193    
## 
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## Random-Effects Model (k = 22; tau^2 estimator: REML)
## 
## tau^2 (estimated amount of total heterogeneity): 0.0389 (SE = 0.0141)
## tau (square root of estimated tau^2 value):      0.1972
## I^2 (total heterogeneity / total variability):   94.59%
## H^2 (total variability / sampling variability):  18.48
## 
## Test for Heterogeneity:
## Q(df = 21) = 3031.1515, p-val < .0001
## 
## Model Results:
## 
## estimate      se    zval    pval    ci.lb   ci.ub 
##   0.0303  0.0459  0.6617  0.5081  -0.0595  0.1202    
## 
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## Random-Effects Model (k = 1; tau^2 estimator: REML)
## 
## tau^2 (estimated amount of total heterogeneity): 0
## tau (square root of estimated tau^2 value):      0
## I^2 (total heterogeneity / total variability):   0.00%
## H^2 (total variability / sampling variability):  1.00
## 
## Test for Heterogeneity:
## Q(df = 0) = 0.0000, p-val = 1.0000
## 
## Model Results:
## 
## estimate      se     zval    pval    ci.lb   ci.ub 
##  -0.0662  0.1267  -0.5230  0.6010  -0.3145  0.1820    
## 
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## Random-Effects Model (k = 43; tau^2 estimator: REML)
## 
## tau^2 (estimated amount of total heterogeneity): 0 (SE = 0.0014)
## tau (square root of estimated tau^2 value):      0
## I^2 (total heterogeneity / total variability):   0.00%
## H^2 (total variability / sampling variability):  1.00
## 
## Test for Heterogeneity:
## Q(df = 42) = 14.4108, p-val = 1.0000
## 
## Model Results:
## 
## estimate      se     zval    pval    ci.lb   ci.ub 
##  -0.0018  0.0158  -0.1132  0.9099  -0.0329  0.0293    
## 
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## Random-Effects Model (k = 77; tau^2 estimator: REML)
## 
## tau^2 (estimated amount of total heterogeneity): 0.0459 (SE = 0.0082)
## tau (square root of estimated tau^2 value):      0.2142
## I^2 (total heterogeneity / total variability):   99.86%
## H^2 (total variability / sampling variability):  699.52
## 
## Test for Heterogeneity:
## Q(df = 76) = 8122.6655, p-val < .0001
## 
## Model Results:
## 
## estimate      se    zval    pval   ci.lb   ci.ub 
##   0.0736  0.0258  2.8517  0.0043  0.0230  0.1242  ** 
## 
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## Random-Effects Model (k = 31; tau^2 estimator: REML)
## 
## tau^2 (estimated amount of total heterogeneity): 0.0175 (SE = 0.0054)
## tau (square root of estimated tau^2 value):      0.1323
## I^2 (total heterogeneity / total variability):   99.60%
## H^2 (total variability / sampling variability):  250.19
## 
## Test for Heterogeneity:
## Q(df = 30) = 473.7718, p-val < .0001
## 
## Model Results:
## 
## estimate      se    zval    pval    ci.lb   ci.ub 
##   0.0048  0.0271  0.1762  0.8601  -0.0483  0.0579    
## 
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## Random-Effects Model (k = 10; tau^2 estimator: REML)
## 
## tau^2 (estimated amount of total heterogeneity): 0.0246 (SE = 0.0124)
## tau (square root of estimated tau^2 value):      0.1569
## I^2 (total heterogeneity / total variability):   99.33%
## H^2 (total variability / sampling variability):  149.74
## 
## Test for Heterogeneity:
## Q(df = 9) = 328.4524, p-val < .0001
## 
## Model Results:
## 
## estimate      se    zval    pval    ci.lb   ci.ub 
##   0.0310  0.0514  0.6043  0.5456  -0.0696  0.1317    
## 
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## Random-Effects Model (k = 2; tau^2 estimator: REML)
## 
## tau^2 (estimated amount of total heterogeneity): 0.0299 (SE = 0.0438)
## tau (square root of estimated tau^2 value):      0.1729
## I^2 (total heterogeneity / total variability):   96.60%
## H^2 (total variability / sampling variability):  29.39
## 
## Test for Heterogeneity:
## Q(df = 1) = 29.3926, p-val < .0001
## 
## Model Results:
## 
## estimate      se    zval    pval    ci.lb   ci.ub 
##   0.1837  0.1243  1.4771  0.1396  -0.0600  0.4274    
## 
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
2.6.4.5.6 Forest plot

We visually look at the results using forest plots

We also manually plot the above forest plots using ggplot2

##  [1] 1  2  3  4  5  6  12 1  2  3  4  5  6  1  2  3  4  6 
## Levels: 1 2 3 4 5 6 12
## Warning in grid.Call(C_textBounds, as.graphicsAnnot(x$label), x$x, x$y, : font
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## Warning in grid.Call(C_textBounds, as.graphicsAnnot(x$label), x$x, x$y, : font
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## Warning in grid.Call(C_textBounds, as.graphicsAnnot(x$label), x$x, x$y, : font
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2.6.5 Effect size based on species ratio in the mixtures(equal or different )

## Warning: Ratio of largest to smallest sampling variance extremely large. May not
## be able to obtain stable results.

## Warning: Ratio of largest to smallest sampling variance extremely large. May not
## be able to obtain stable results.
## 
## Random-Effects Model (k = 725; tau^2 estimator: REML)
## 
##   logLik  deviance       AIC       BIC      AICc 
##  42.9192  -85.8383  -81.8383  -72.6687  -81.8217   
## 
## tau^2 (estimated amount of total heterogeneity): 0.0241 (SE = 0.0018)
## tau (square root of estimated tau^2 value):      0.1552
## I^2 (total heterogeneity / total variability):   100.00%
## H^2 (total variability / sampling variability):  55458.06
## 
## Test for Heterogeneity:
## Q(df = 724) = 53549277.6234, p-val < .0001
## 
## Model Results:
## 
## estimate      se    zval    pval    ci.lb   ci.ub 
##   0.0006  0.0073  0.0826  0.9342  -0.0136  0.0148    
## 
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## Random-Effects Model (k = 142; tau^2 estimator: REML)
## 
##    logLik   deviance        AIC        BIC       AICc 
## -118.3884   236.7768   240.7768   246.6743   240.8637   
## 
## tau^2 (estimated amount of total heterogeneity): 0.0000 (SE = 0.0000)
## tau (square root of estimated tau^2 value):      0.0030
## I^2 (total heterogeneity / total variability):   6.19%
## H^2 (total variability / sampling variability):  1.07
## 
## Test for Heterogeneity:
## Q(df = 141) = 680.1568, p-val < .0001
## 
## Model Results:
## 
## estimate      se     zval    pval    ci.lb   ci.ub 
##  -0.0030  0.0016  -1.9093  0.0562  -0.0061  0.0001  . 
## 
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1

2.6.6 Metaregression for all variables across climatic regions and ecosysytems

2.6.6.1 Carbon nitrogen ratio

## Warning: Studies with NAs omitted from model fitting.
## Warning: Ratio of largest to smallest sampling variance extremely large. May not
## be able to obtain stable results.
## Warning: Studies with NAs omitted from model fitting.
## Warning: Ratio of largest to smallest sampling variance extremely large. May not
## be able to obtain stable results.
## Warning: Studies with NAs omitted from model fitting.

## Warning: Studies with NAs omitted from model fitting.
## Warning: Ratio of largest to smallest sampling variance extremely large. May not
## be able to obtain stable results.

## Warning: Ratio of largest to smallest sampling variance extremely large. May not
## be able to obtain stable results.
## Warning: Studies with NAs omitted from model fitting.

## Warning: Studies with NAs omitted from model fitting.
## 
## Mixed-Effects Model (k = 399; tau^2 estimator: REML)
## 
##    logLik   deviance        AIC        BIC       AICc 
##  113.8375  -227.6750  -221.6750  -209.7231  -221.6139   
## 
## tau^2 (estimated amount of residual heterogeneity):     0.0087 (SE = 0.0011)
## tau (square root of estimated tau^2 value):             0.0934
## I^2 (residual heterogeneity / unaccounted variability): 99.74%
## H^2 (unaccounted variability / sampling variability):   382.85
## R^2 (amount of heterogeneity accounted for):            1.38%
## 
## Test for Residual Heterogeneity:
## QE(df = 397) = 861044.3124, p-val < .0001
## 
## Test of Moderators (coefficient 2):
## QM(df = 1) = 6.5410, p-val = 0.0105
## 
## Model Results:
## 
##                    estimate      se     zval    pval    ci.lb    ci.ub 
## intrcpt             -0.0866  0.0180  -4.8052  <.0001  -0.1219  -0.0513  *** 
## Lit_Car_Nit_ratio    0.0008  0.0003   2.5575  0.0105   0.0002   0.0014    * 
## 
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## Mixed-Effects Model (k = 73; tau^2 estimator: REML)
## 
##   logLik  deviance       AIC       BIC      AICc 
## -15.4593   30.9186   36.9186   43.7066   37.2768   
## 
## tau^2 (estimated amount of residual heterogeneity):     0.0790 (SE = 0.0143)
## tau (square root of estimated tau^2 value):             0.2810
## I^2 (residual heterogeneity / unaccounted variability): 100.00%
## H^2 (unaccounted variability / sampling variability):   1772063.63
## R^2 (amount of heterogeneity accounted for):            0.00%
## 
## Test for Residual Heterogeneity:
## QE(df = 71) = 35476098.7847, p-val < .0001
## 
## Test of Moderators (coefficient 2):
## QM(df = 1) = 0.0019, p-val = 0.9649
## 
## Model Results:
## 
##                    estimate      se     zval    pval    ci.lb   ci.ub 
## intrcpt              0.1008  0.1151   0.8753  0.3814  -0.1249  0.3264    
## Lit_Car_Nit_ratio   -0.0001  0.0026  -0.0440  0.9649  -0.0052  0.0050    
## 
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## Mixed-Effects Model (k = 112; tau^2 estimator: REML)
## 
##   logLik  deviance       AIC       BIC      AICc 
##   8.5426  -17.0852  -11.0852   -2.9838  -10.8588   
## 
## tau^2 (estimated amount of residual heterogeneity):     0.0307 (SE = 0.0045)
## tau (square root of estimated tau^2 value):             0.1751
## I^2 (residual heterogeneity / unaccounted variability): 99.86%
## H^2 (unaccounted variability / sampling variability):   740.43
## R^2 (amount of heterogeneity accounted for):            10.71%
## 
## Test for Residual Heterogeneity:
## QE(df = 110) = 7032.6018, p-val < .0001
## 
## Test of Moderators (coefficient 2):
## QM(df = 1) = 15.9698, p-val < .0001
## 
## Model Results:
## 
##                    estimate      se     zval    pval    ci.lb    ci.ub 
## intrcpt              0.3809  0.0845   4.5102  <.0001   0.2154   0.5465  *** 
## Lit_Car_Nit_ratio   -0.0080  0.0020  -3.9962  <.0001  -0.0119  -0.0041  *** 
## 
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## Mixed-Effects Model (k = 383; tau^2 estimator: REML)
## 
##   logLik  deviance       AIC       BIC      AICc 
## -29.3595   58.7189   64.7189   76.5473   64.7826   
## 
## tau^2 (estimated amount of residual heterogeneity):     0.0238 (SE = 0.0026)
## tau (square root of estimated tau^2 value):             0.1544
## I^2 (residual heterogeneity / unaccounted variability): 99.90%
## H^2 (unaccounted variability / sampling variability):   963.27
## R^2 (amount of heterogeneity accounted for):            2.01%
## 
## Test for Residual Heterogeneity:
## QE(df = 381) = 243613.9853, p-val < .0001
## 
## Test of Moderators (coefficient 2):
## QM(df = 1) = 7.2864, p-val = 0.0069
## 
## Model Results:
## 
##                    estimate      se     zval    pval    ci.lb    ci.ub 
## intrcpt              0.0743  0.0319   2.3311  0.0197   0.0118   0.1368   * 
## Lit_Car_Nit_ratio   -0.0015  0.0006  -2.6993  0.0069  -0.0027  -0.0004  ** 
## 
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## Mixed-Effects Model (k = 61; tau^2 estimator: REML)
## 
##   logLik  deviance       AIC       BIC      AICc 
##  -9.0879   18.1757   24.1757   30.4083   24.6121   
## 
## tau^2 (estimated amount of residual heterogeneity):     0.0738 (SE = 0.0142)
## tau (square root of estimated tau^2 value):             0.2717
## I^2 (residual heterogeneity / unaccounted variability): 100.00%
## H^2 (unaccounted variability / sampling variability):   1776211.35
## R^2 (amount of heterogeneity accounted for):            0.00%
## 
## Test for Residual Heterogeneity:
## QE(df = 59) = 31619334.1634, p-val < .0001
## 
## Test of Moderators (coefficient 2):
## QM(df = 1) = 0.7432, p-val = 0.3886
## 
## Model Results:
## 
##                    estimate      se     zval    pval    ci.lb   ci.ub 
## intrcpt              0.1571  0.0912   1.7232  0.0849  -0.0216  0.3357  . 
## Lit_Car_Nit_ratio   -0.0017  0.0019  -0.8621  0.3886  -0.0055  0.0021    
## 
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## Mixed-Effects Model (k = 87; tau^2 estimator: REML)
## 
##    logLik   deviance        AIC        BIC       AICc 
##   71.1981  -142.3962  -136.3962  -129.0682  -136.0999   
## 
## tau^2 (estimated amount of residual heterogeneity):     0.0043 (SE = 0.0009)
## tau (square root of estimated tau^2 value):             0.0658
## I^2 (residual heterogeneity / unaccounted variability): 99.59%
## H^2 (unaccounted variability / sampling variability):   241.29
## R^2 (amount of heterogeneity accounted for):            0.00%
## 
## Test for Residual Heterogeneity:
## QE(df = 85) = 2615.4657, p-val < .0001
## 
## Test of Moderators (coefficient 2):
## QM(df = 1) = 0.1433, p-val = 0.7050
## 
## Model Results:
## 
##                    estimate      se     zval    pval    ci.lb    ci.ub 
## intrcpt             -0.0639  0.0324  -1.9716  0.0487  -0.1274  -0.0004  * 
## Lit_Car_Nit_ratio    0.0003  0.0008   0.3786  0.7050  -0.0013   0.0019    
## 
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## Mixed-Effects Model (k = 53; tau^2 estimator: REML)
## 
##   logLik  deviance       AIC       BIC      AICc 
##  36.1493  -72.2986  -66.2986  -60.5031  -65.7880   
## 
## tau^2 (estimated amount of residual heterogeneity):     0.0085 (SE = 0.0021)
## tau (square root of estimated tau^2 value):             0.0924
## I^2 (residual heterogeneity / unaccounted variability): 97.95%
## H^2 (unaccounted variability / sampling variability):   48.81
## R^2 (amount of heterogeneity accounted for):            0.00%
## 
## Test for Residual Heterogeneity:
## QE(df = 51) = 391.6124, p-val < .0001
## 
## Test of Moderators (coefficient 2):
## QM(df = 1) = 2.7720, p-val = 0.0959
## 
## Model Results:
## 
##                    estimate      se     zval    pval    ci.lb   ci.ub 
## intrcpt             -0.0220  0.0309  -0.7119  0.4765  -0.0825  0.0386    
## Lit_Car_Nit_ratio    0.0009  0.0005   1.6649  0.0959  -0.0002  0.0019  . 
## 
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1

2.6.6.2 Litter P content

## Warning: Studies with NAs omitted from model fitting.
## Warning: Ratio of largest to smallest sampling variance extremely large. May not
## be able to obtain stable results.
## Warning: Studies with NAs omitted from model fitting.
## Warning: Ratio of largest to smallest sampling variance extremely large. May not
## be able to obtain stable results.
## Warning: Studies with NAs omitted from model fitting.

## Warning: Studies with NAs omitted from model fitting.
## Warning: Ratio of largest to smallest sampling variance extremely large. May not
## be able to obtain stable results.
## Warning: Studies with NAs omitted from model fitting.
## Warning: Ratio of largest to smallest sampling variance extremely large. May not
## be able to obtain stable results.
## Warning: Studies with NAs omitted from model fitting.

## Warning: Studies with NAs omitted from model fitting.
## 
## Mixed-Effects Model (k = 361; tau^2 estimator: REML)
## 
##    logLik   deviance        AIC        BIC       AICc 
##  108.3159  -216.6317  -210.6317  -198.9818  -210.5641   
## 
## tau^2 (estimated amount of residual heterogeneity):     0.0039 (SE = 0.0006)
## tau (square root of estimated tau^2 value):             0.0622
## I^2 (residual heterogeneity / unaccounted variability): 95.34%
## H^2 (unaccounted variability / sampling variability):   21.45
## R^2 (amount of heterogeneity accounted for):            0.00%
## 
## Test for Residual Heterogeneity:
## QE(df = 359) = 2392.3436, p-val < .0001
## 
## Test of Moderators (coefficient 2):
## QM(df = 1) = 0.8359, p-val = 0.3606
## 
## Model Results:
## 
##          estimate      se     zval    pval    ci.lb    ci.ub 
## intrcpt   -0.0266  0.0068  -3.8948  <.0001  -0.0399  -0.0132  *** 
## Lit_Pho   -0.0191  0.0208  -0.9143  0.3606  -0.0599   0.0218      
## 
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## Mixed-Effects Model (k = 111; tau^2 estimator: REML)
## 
##   logLik  deviance       AIC       BIC      AICc 
## -31.9450   63.8900   69.8900   77.9641   70.1186   
## 
## tau^2 (estimated amount of residual heterogeneity):     0.0696 (SE = 0.0126)
## tau (square root of estimated tau^2 value):             0.2638
## I^2 (residual heterogeneity / unaccounted variability): 100.00%
## H^2 (unaccounted variability / sampling variability):   911073.68
## R^2 (amount of heterogeneity accounted for):            3.97%
## 
## Test for Residual Heterogeneity:
## QE(df = 109) = 25395701.6104, p-val < .0001
## 
## Test of Moderators (coefficient 2):
## QM(df = 1) = 2.6923, p-val = 0.1008
## 
## Model Results:
## 
##          estimate      se     zval    pval    ci.lb   ci.ub 
## intrcpt    0.2224  0.1110   2.0040  0.0451   0.0049  0.4398  * 
## Lit_Pho   -1.7756  1.0822  -1.6408  0.1008  -3.8966  0.3454    
## 
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## Mixed-Effects Model (k = 90; tau^2 estimator: REML)
## 
##   logLik  deviance       AIC       BIC      AICc 
##  47.2125  -94.4250  -88.4250  -80.9930  -88.1393   
## 
## tau^2 (estimated amount of residual heterogeneity):     0.0149 (SE = 0.0026)
## tau (square root of estimated tau^2 value):             0.1221
## I^2 (residual heterogeneity / unaccounted variability): 99.78%
## H^2 (unaccounted variability / sampling variability):   464.43
## R^2 (amount of heterogeneity accounted for):            1.93%
## 
## Test for Residual Heterogeneity:
## QE(df = 88) = 1717.4794, p-val < .0001
## 
## Test of Moderators (coefficient 2):
## QM(df = 1) = 2.2514, p-val = 0.1335
## 
## Model Results:
## 
##          estimate      se     zval    pval    ci.lb   ci.ub 
## intrcpt    0.0171  0.0147   1.1613  0.2455  -0.0117  0.0459    
## Lit_Pho   -0.0604  0.0402  -1.5005  0.1335  -0.1393  0.0185    
## 
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## Mixed-Effects Model (k = 367; tau^2 estimator: REML)
## 
##    logLik   deviance        AIC        BIC       AICc 
## -729.7056  1459.4112  1465.4112  1477.1109  1465.4776   
## 
## tau^2 (estimated amount of residual heterogeneity):     0.0000 (SE = 0.0000)
## tau (square root of estimated tau^2 value):             0.0031
## I^2 (residual heterogeneity / unaccounted variability): 9.81%
## H^2 (unaccounted variability / sampling variability):   1.11
## R^2 (amount of heterogeneity accounted for):            99.91%
## 
## Test for Residual Heterogeneity:
## QE(df = 365) = 2522.4765, p-val < .0001
## 
## Test of Moderators (coefficient 2):
## QM(df = 1) = 32.5283, p-val < .0001
## 
## Model Results:
## 
##          estimate      se     zval    pval    ci.lb    ci.ub 
## intrcpt    0.0130  0.0015   8.8025  <.0001   0.0101   0.0159  *** 
## Lit_Pho   -0.1054  0.0185  -5.7034  <.0001  -0.1416  -0.0692  *** 
## 
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## Mixed-Effects Model (k = 55; tau^2 estimator: REML)
## 
##   logLik  deviance       AIC       BIC      AICc 
## -10.5928   21.1856   27.1856   33.0965   27.6754   
## 
## tau^2 (estimated amount of residual heterogeneity):     0.0805 (SE = 0.0164)
## tau (square root of estimated tau^2 value):             0.2837
## I^2 (residual heterogeneity / unaccounted variability): 100.00%
## H^2 (unaccounted variability / sampling variability):   2168459.15
## R^2 (amount of heterogeneity accounted for):            1.80%
## 
## Test for Residual Heterogeneity:
## QE(df = 53) = 20259687.9679, p-val < .0001
## 
## Test of Moderators (coefficient 2):
## QM(df = 1) = 1.7452, p-val = 0.1865
## 
## Model Results:
## 
##          estimate      se     zval    pval    ci.lb   ci.ub 
## intrcpt    0.1256  0.0482   2.6070  0.0091   0.0312  0.2200  ** 
## Lit_Pho   -0.1178  0.0892  -1.3210  0.1865  -0.2927  0.0570     
## 
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## Mixed-Effects Model (k = 119; tau^2 estimator: REML)
## 
##    logLik   deviance        AIC        BIC       AICc 
##   89.5286  -179.0572  -173.0572  -164.7707  -172.8448   
## 
## tau^2 (estimated amount of residual heterogeneity):     0.0041 (SE = 0.0009)
## tau (square root of estimated tau^2 value):             0.0641
## I^2 (residual heterogeneity / unaccounted variability): 99.39%
## H^2 (unaccounted variability / sampling variability):   165.00
## R^2 (amount of heterogeneity accounted for):            0.00%
## 
## Test for Residual Heterogeneity:
## QE(df = 117) = 6148.8826, p-val < .0001
## 
## Test of Moderators (coefficient 2):
## QM(df = 1) = 0.0088, p-val = 0.9252
## 
## Model Results:
## 
##          estimate      se     zval    pval    ci.lb    ci.ub 
## intrcpt   -0.0547  0.0109  -5.0337  <.0001  -0.0761  -0.0334  *** 
## Lit_Pho   -0.0048  0.0516  -0.0939  0.9252  -0.1060   0.0963      
## 
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## Mixed-Effects Model (k = 21; tau^2 estimator: REML)
## 
##   logLik  deviance       AIC       BIC      AICc 
##  13.1641  -26.3282  -20.3282  -17.4948  -18.7282   
## 
## tau^2 (estimated amount of residual heterogeneity):     0.0054 (SE = 0.0025)
## tau (square root of estimated tau^2 value):             0.0733
## I^2 (residual heterogeneity / unaccounted variability): 94.52%
## H^2 (unaccounted variability / sampling variability):   18.25
## R^2 (amount of heterogeneity accounted for):            18.65%
## 
## Test for Residual Heterogeneity:
## QE(df = 19) = 88.0309, p-val < .0001
## 
## Test of Moderators (coefficient 2):
## QM(df = 1) = 5.4734, p-val = 0.0193
## 
## Model Results:
## 
##          estimate      se     zval    pval    ci.lb    ci.ub 
## intrcpt    0.1016  0.0687   1.4793  0.1391  -0.0330   0.2362    
## Lit_Pho   -0.9113  0.3895  -2.3395  0.0193  -1.6747  -0.1478  * 
## 
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1

2.6.6.3 Litter N content

## Warning: Studies with NAs omitted from model fitting.
## Warning: Ratio of largest to smallest sampling variance extremely large. May not
## be able to obtain stable results.
## Warning: Studies with NAs omitted from model fitting.
## Warning: Ratio of largest to smallest sampling variance extremely large. May not
## be able to obtain stable results.
## Warning: Studies with NAs omitted from model fitting.
## Warning: Ratio of largest to smallest sampling variance extremely large. May not
## be able to obtain stable results.

## Warning: Ratio of largest to smallest sampling variance extremely large. May not
## be able to obtain stable results.
## Warning: Studies with NAs omitted from model fitting.

## Warning: Studies with NAs omitted from model fitting.
## 
## Mixed-Effects Model (k = 501; tau^2 estimator: REML)
## 
##    logLik   deviance        AIC        BIC       AICc 
##  182.1301  -364.2602  -358.2602  -345.6224  -358.2117   
## 
## tau^2 (estimated amount of residual heterogeneity):     0.0079 (SE = 0.0008)
## tau (square root of estimated tau^2 value):             0.0887
## I^2 (residual heterogeneity / unaccounted variability): 99.68%
## H^2 (unaccounted variability / sampling variability):   309.54
## R^2 (amount of heterogeneity accounted for):            0.00%
## 
## Test for Residual Heterogeneity:
## QE(df = 499) = 880804.3149, p-val < .0001
## 
## Test of Moderators (coefficient 2):
## QM(df = 1) = 0.3416, p-val = 0.5589
## 
## Model Results:
## 
##          estimate      se     zval    pval    ci.lb   ci.ub 
## intrcpt   -0.0272  0.0168  -1.6176  0.1058  -0.0601  0.0057    
## Lit_Nit   -0.0082  0.0140  -0.5845  0.5589  -0.0357  0.0193    
## 
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## Mixed-Effects Model (k = 144; tau^2 estimator: REML)
## 
##   logLik  deviance       AIC       BIC      AICc 
## -17.7325   35.4651   41.4651   50.3325   41.6390   
## 
## tau^2 (estimated amount of residual heterogeneity):     0.0548 (SE = 0.0090)
## tau (square root of estimated tau^2 value):             0.2340
## I^2 (residual heterogeneity / unaccounted variability): 100.00%
## H^2 (unaccounted variability / sampling variability):   578673.84
## R^2 (amount of heterogeneity accounted for):            0.71%
## 
## Test for Residual Heterogeneity:
## QE(df = 142) = 17471795.9403, p-val < .0001
## 
## Test of Moderators (coefficient 2):
## QM(df = 1) = 0.5018, p-val = 0.4787
## 
## Model Results:
## 
##          estimate      se     zval    pval    ci.lb   ci.ub 
## intrcpt    0.0306  0.0534   0.5718  0.5674  -0.0742  0.1353    
## Lit_Nit   -0.0256  0.0361  -0.7084  0.4787  -0.0965  0.0452    
## 
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## Mixed-Effects Model (k = 120; tau^2 estimator: REML)
## 
##   logLik  deviance       AIC       BIC      AICc 
##   0.5060   -1.0121    4.9879   13.3000    5.1985   
## 
## tau^2 (estimated amount of residual heterogeneity):     0.0337 (SE = 0.0049)
## tau (square root of estimated tau^2 value):             0.1837
## I^2 (residual heterogeneity / unaccounted variability): 99.84%
## H^2 (unaccounted variability / sampling variability):   623.34
## R^2 (amount of heterogeneity accounted for):            0.86%
## 
## Test for Residual Heterogeneity:
## QE(df = 118) = 9309.4768, p-val < .0001
## 
## Test of Moderators (coefficient 2):
## QM(df = 1) = 2.9933, p-val = 0.0836
## 
## Model Results:
## 
##          estimate      se     zval    pval    ci.lb   ci.ub 
## intrcpt    0.2595  0.1212   2.1419  0.0322   0.0220  0.4970  * 
## Lit_Nit   -0.1743  0.1008  -1.7301  0.0836  -0.3718  0.0232  . 
## 
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## Mixed-Effects Model (k = 531; tau^2 estimator: REML)
## 
##   logLik  deviance       AIC       BIC      AICc 
##  37.0586  -74.1171  -68.1171  -55.3042  -68.0714   
## 
## tau^2 (estimated amount of residual heterogeneity):     0.0169 (SE = 0.0017)
## tau (square root of estimated tau^2 value):             0.1300
## I^2 (residual heterogeneity / unaccounted variability): 99.76%
## H^2 (unaccounted variability / sampling variability):   413.68
## R^2 (amount of heterogeneity accounted for):            0.00%
## 
## Test for Residual Heterogeneity:
## QE(df = 529) = 152003.1394, p-val < .0001
## 
## Test of Moderators (coefficient 2):
## QM(df = 1) = 0.2302, p-val = 0.6314
## 
## Model Results:
## 
##          estimate      se     zval    pval    ci.lb   ci.ub 
## intrcpt   -0.0079  0.0213  -0.3697  0.7116  -0.0497  0.0339    
## Lit_Nit   -0.0088  0.0183  -0.4798  0.6314  -0.0447  0.0271    
## 
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## Mixed-Effects Model (k = 61; tau^2 estimator: REML)
## 
##   logLik  deviance       AIC       BIC      AICc 
##  -5.6001   11.2001   17.2001   23.4328   17.6365   
## 
## tau^2 (estimated amount of residual heterogeneity):     0.0647 (SE = 0.0125)
## tau (square root of estimated tau^2 value):             0.2545
## I^2 (residual heterogeneity / unaccounted variability): 100.00%
## H^2 (unaccounted variability / sampling variability):   1598840.58
## R^2 (amount of heterogeneity accounted for):            12.16%
## 
## Test for Residual Heterogeneity:
## QE(df = 59) = 16631901.8369, p-val < .0001
## 
## Test of Moderators (coefficient 2):
## QM(df = 1) = 8.3760, p-val = 0.0038
## 
## Model Results:
## 
##          estimate      se     zval    pval    ci.lb    ci.ub 
## intrcpt    0.5085  0.1500   3.3891  0.0007   0.2144   0.8025  *** 
## Lit_Nit   -0.3452  0.1193  -2.8941  0.0038  -0.5789  -0.1114   ** 
## 
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## Mixed-Effects Model (k = 120; tau^2 estimator: REML)
## 
##    logLik   deviance        AIC        BIC       AICc 
##   90.9741  -181.9482  -175.9482  -167.6362  -175.7377   
## 
## tau^2 (estimated amount of residual heterogeneity):     0.0041 (SE = 0.0008)
## tau (square root of estimated tau^2 value):             0.0637
## I^2 (residual heterogeneity / unaccounted variability): 99.38%
## H^2 (unaccounted variability / sampling variability):   160.69
## R^2 (amount of heterogeneity accounted for):            0.00%
## 
## Test for Residual Heterogeneity:
## QE(df = 118) = 3140.0234, p-val < .0001
## 
## Test of Moderators (coefficient 2):
## QM(df = 1) = 0.0148, p-val = 0.9032
## 
## Model Results:
## 
##          estimate      se     zval    pval    ci.lb   ci.ub 
## intrcpt   -0.0507  0.0296  -1.7160  0.0862  -0.1087  0.0072  . 
## Lit_Nit   -0.0025  0.0203  -0.1217  0.9032  -0.0422  0.0372    
## 
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## Mixed-Effects Model (k = 53; tau^2 estimator: REML)
## 
##   logLik  deviance       AIC       BIC      AICc 
##  34.7977  -69.5954  -63.5954  -57.8000  -63.0848   
## 
## tau^2 (estimated amount of residual heterogeneity):     0.0088 (SE = 0.0021)
## tau (square root of estimated tau^2 value):             0.0938
## I^2 (residual heterogeneity / unaccounted variability): 96.99%
## H^2 (unaccounted variability / sampling variability):   33.17
## R^2 (amount of heterogeneity accounted for):            0.00%
## 
## Test for Residual Heterogeneity:
## QE(df = 51) = 383.5408, p-val < .0001
## 
## Test of Moderators (coefficient 2):
## QM(df = 1) = 0.1095, p-val = 0.7407
## 
## Model Results:
## 
##          estimate      se     zval    pval    ci.lb   ci.ub 
## intrcpt    0.0394  0.0502   0.7851  0.4324  -0.0589  0.1377    
## Lit_Nit   -0.0123  0.0370  -0.3310  0.7407  -0.0848  0.0603    
## 
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1

2.6.6.4 Litter Lignin content

## Warning: Studies with NAs omitted from model fitting.

## Warning: Studies with NAs omitted from model fitting.
## Warning: Ratio of largest to smallest sampling variance extremely large. May not
## be able to obtain stable results.
## Warning: Studies with NAs omitted from model fitting.

## Warning: Studies with NAs omitted from model fitting.

## Warning: Studies with NAs omitted from model fitting.
## Warning: Ratio of largest to smallest sampling variance extremely large. May not
## be able to obtain stable results.
## Warning: Studies with NAs omitted from model fitting.

## Warning: Studies with NAs omitted from model fitting.
## 
## Mixed-Effects Model (k = 206; tau^2 estimator: REML)
## 
##    logLik   deviance        AIC        BIC       AICc 
##  147.9059  -295.8118  -289.8118  -279.8574  -289.6918   
## 
## tau^2 (estimated amount of residual heterogeneity):     0.0096 (SE = 0.0012)
## tau (square root of estimated tau^2 value):             0.0980
## I^2 (residual heterogeneity / unaccounted variability): 99.89%
## H^2 (unaccounted variability / sampling variability):   895.87
## R^2 (amount of heterogeneity accounted for):            0.00%
## 
## Test for Residual Heterogeneity:
## QE(df = 204) = 875104.9474, p-val < .0001
## 
## Test of Moderators (coefficient 2):
## QM(df = 1) = 0.6778, p-val = 0.4103
## 
## Model Results:
## 
##          estimate      se     zval    pval    ci.lb    ci.ub 
## intrcpt   -0.0335  0.0092  -3.6408  0.0003  -0.0515  -0.0154  *** 
## Lit_Lig   -0.0001  0.0001  -0.8233  0.4103  -0.0002   0.0001      
## 
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## Mixed-Effects Model (k = 29; tau^2 estimator: REML)
## 
##   logLik  deviance       AIC       BIC      AICc 
##   7.1049  -14.2098   -8.2098   -4.3223   -7.1663   
## 
## tau^2 (estimated amount of residual heterogeneity):     0.0327 (SE = 0.0092)
## tau (square root of estimated tau^2 value):             0.1809
## I^2 (residual heterogeneity / unaccounted variability): 100.00%
## H^2 (unaccounted variability / sampling variability):   1888456.10
## R^2 (amount of heterogeneity accounted for):            68.60%
## 
## Test for Residual Heterogeneity:
## QE(df = 27) = 23866206.1540, p-val < .0001
## 
## Test of Moderators (coefficient 2):
## QM(df = 1) = 60.0180, p-val < .0001
## 
## Model Results:
## 
##          estimate      se     zval    pval    ci.lb    ci.ub 
## intrcpt    0.6998  0.0697  10.0434  <.0001   0.5632   0.8364  *** 
## Lit_Lig   -0.0245  0.0032  -7.7471  <.0001  -0.0307  -0.0183  *** 
## 
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## Mixed-Effects Model (k = 49; tau^2 estimator: REML)
## 
##   logLik  deviance       AIC       BIC      AICc 
##  36.7088  -73.4177  -67.4177  -61.8672  -66.8596   
## 
## tau^2 (estimated amount of residual heterogeneity):     0.0081 (SE = 0.0021)
## tau (square root of estimated tau^2 value):             0.0902
## I^2 (residual heterogeneity / unaccounted variability): 98.74%
## H^2 (unaccounted variability / sampling variability):   79.39
## R^2 (amount of heterogeneity accounted for):            0.03%
## 
## Test for Residual Heterogeneity:
## QE(df = 47) = 348.4925, p-val < .0001
## 
## Test of Moderators (coefficient 2):
## QM(df = 1) = 0.7037, p-val = 0.4015
## 
## Model Results:
## 
##          estimate      se     zval    pval    ci.lb   ci.ub 
## intrcpt   -0.1328  0.0950  -1.3981  0.1621  -0.3191  0.0534    
## Lit_Lig    0.0018  0.0021   0.8389  0.4015  -0.0024  0.0059    
## 
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## Mixed-Effects Model (k = 147; tau^2 estimator: REML)
## 
##    logLik   deviance        AIC        BIC       AICc 
##  107.5588  -215.1176  -209.1176  -200.1874  -208.9473   
## 
## tau^2 (estimated amount of residual heterogeneity):     0.0091 (SE = 0.0015)
## tau (square root of estimated tau^2 value):             0.0953
## I^2 (residual heterogeneity / unaccounted variability): 99.80%
## H^2 (unaccounted variability / sampling variability):   510.11
## R^2 (amount of heterogeneity accounted for):            0.00%
## 
## Test for Residual Heterogeneity:
## QE(df = 145) = 50557.6434, p-val < .0001
## 
## Test of Moderators (coefficient 2):
## QM(df = 1) = 0.0085, p-val = 0.9267
## 
## Model Results:
## 
##          estimate      se     zval    pval    ci.lb    ci.ub 
## intrcpt   -0.0595  0.0115  -5.1571  <.0001  -0.0821  -0.0369  *** 
## Lit_Lig    0.0000  0.0001   0.0920  0.9267  -0.0002   0.0002      
## 
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## Mixed-Effects Model (k = 27; tau^2 estimator: REML)
## 
##   logLik  deviance       AIC       BIC      AICc 
##  -1.0970    2.1940    8.1940   11.8507    9.3369   
## 
## tau^2 (estimated amount of residual heterogeneity):     0.0616 (SE = 0.0178)
## tau (square root of estimated tau^2 value):             0.2483
## I^2 (residual heterogeneity / unaccounted variability): 100.00%
## H^2 (unaccounted variability / sampling variability):   3778257.59
## R^2 (amount of heterogeneity accounted for):            41.64%
## 
## Test for Residual Heterogeneity:
## QE(df = 25) = 23743829.6284, p-val < .0001
## 
## Test of Moderators (coefficient 2):
## QM(df = 1) = 18.6799, p-val < .0001
## 
## Model Results:
## 
##          estimate      se     zval    pval    ci.lb    ci.ub 
## intrcpt    0.5772  0.0902   6.3995  <.0001   0.4004   0.7540  *** 
## Lit_Lig   -0.0184  0.0043  -4.3220  <.0001  -0.0268  -0.0101  *** 
## 
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## Mixed-Effects Model (k = 63; tau^2 estimator: REML)
## 
##    logLik   deviance        AIC        BIC       AICc 
##   63.8120  -127.6240  -121.6240  -115.2914  -121.2029   
## 
## tau^2 (estimated amount of residual heterogeneity):     0.0039 (SE = 0.0008)
## tau (square root of estimated tau^2 value):             0.0624
## I^2 (residual heterogeneity / unaccounted variability): 99.68%
## H^2 (unaccounted variability / sampling variability):   308.82
## R^2 (amount of heterogeneity accounted for):            2.26%
## 
## Test for Residual Heterogeneity:
## QE(df = 61) = 4415.3637, p-val < .0001
## 
## Test of Moderators (coefficient 2):
## QM(df = 1) = 0.7244, p-val = 0.3947
## 
## Model Results:
## 
##          estimate      se     zval    pval    ci.lb    ci.ub 
## intrcpt   -0.0713  0.0268  -2.6575  0.0079  -0.1238  -0.0187  ** 
## Lit_Lig    0.0006  0.0007   0.8511  0.3947  -0.0008   0.0020     
## 
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## Mixed-Effects Model (k = 47; tau^2 estimator: REML)
## 
##   logLik  deviance       AIC       BIC      AICc 
##  32.1261  -64.2523  -58.2523  -52.8323  -57.6669   
## 
## tau^2 (estimated amount of residual heterogeneity):     0.0085 (SE = 0.0022)
## tau (square root of estimated tau^2 value):             0.0922
## I^2 (residual heterogeneity / unaccounted variability): 93.32%
## H^2 (unaccounted variability / sampling variability):   14.98
## R^2 (amount of heterogeneity accounted for):            10.56%
## 
## Test for Residual Heterogeneity:
## QE(df = 45) = 369.1949, p-val < .0001
## 
## Test of Moderators (coefficient 2):
## QM(df = 1) = 8.5090, p-val = 0.0035
## 
## Model Results:
## 
##          estimate      se     zval    pval    ci.lb   ci.ub 
## intrcpt   -0.0661  0.0350  -1.8885  0.0590  -0.1346  0.0025   . 
## Lit_Lig    0.0056  0.0019   2.9170  0.0035   0.0018  0.0093  ** 
## 
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1

2.6.6.5 Litter Lignin:N

## Warning: Studies with NAs omitted from model fitting.

## Warning: Studies with NAs omitted from model fitting.
## Warning: Ratio of largest to smallest sampling variance extremely large. May not
## be able to obtain stable results.
## Warning: Studies with NAs omitted from model fitting.

## Warning: Studies with NAs omitted from model fitting.

## Warning: Studies with NAs omitted from model fitting.
## Warning: Ratio of largest to smallest sampling variance extremely large. May not
## be able to obtain stable results.
## Warning: Studies with NAs omitted from model fitting.

## Warning: Studies with NAs omitted from model fitting.
## 
## Mixed-Effects Model (k = 162; tau^2 estimator: REML)
## 
##    logLik   deviance        AIC        BIC       AICc 
##  137.4450  -274.8900  -268.8900  -259.6645  -268.7361   
## 
## tau^2 (estimated amount of residual heterogeneity):     0.0075 (SE = 0.0011)
## tau (square root of estimated tau^2 value):             0.0864
## I^2 (residual heterogeneity / unaccounted variability): 99.89%
## H^2 (unaccounted variability / sampling variability):   933.37
## R^2 (amount of heterogeneity accounted for):            4.96%
## 
## Test for Residual Heterogeneity:
## QE(df = 160) = 898276.6457, p-val < .0001
## 
## Test of Moderators (coefficient 2):
## QM(df = 1) = 12.8235, p-val = 0.0003
## 
## Model Results:
## 
##                    estimate      se     zval    pval    ci.lb    ci.ub 
## intrcpt             -0.1015  0.0140  -7.2460  <.0001  -0.1289  -0.0740  *** 
## Lit_Lig_Nit_ratio    0.0014  0.0004   3.5810  0.0003   0.0006   0.0022  *** 
## 
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## Mixed-Effects Model (k = 23; tau^2 estimator: REML)
## 
##   logLik  deviance       AIC       BIC      AICc 
##  -3.0894    6.1787   12.1787   15.3123   13.5905   
## 
## tau^2 (estimated amount of residual heterogeneity):     0.0778 (SE = 0.0245)
## tau (square root of estimated tau^2 value):             0.2790
## I^2 (residual heterogeneity / unaccounted variability): 100.00%
## H^2 (unaccounted variability / sampling variability):   5168338.15
## R^2 (amount of heterogeneity accounted for):            35.84%
## 
## Test for Residual Heterogeneity:
## QE(df = 21) = 31710626.5816, p-val < .0001
## 
## Test of Moderators (coefficient 2):
## QM(df = 1) = 13.1753, p-val = 0.0003
## 
## Model Results:
## 
##                    estimate      se     zval    pval    ci.lb    ci.ub 
## intrcpt              0.5304  0.0918   5.7760  <.0001   0.3504   0.7103  *** 
## Lit_Lig_Nit_ratio   -0.0126  0.0035  -3.6298  0.0003  -0.0194  -0.0058  *** 
## 
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## Mixed-Effects Model (k = 49; tau^2 estimator: REML)
## 
##   logLik  deviance       AIC       BIC      AICc 
##  36.6269  -73.2537  -67.2537  -61.7033  -66.6956   
## 
## tau^2 (estimated amount of residual heterogeneity):     0.0082 (SE = 0.0021)
## tau (square root of estimated tau^2 value):             0.0906
## I^2 (residual heterogeneity / unaccounted variability): 98.68%
## H^2 (unaccounted variability / sampling variability):   75.90
## R^2 (amount of heterogeneity accounted for):            0.00%
## 
## Test for Residual Heterogeneity:
## QE(df = 47) = 361.9958, p-val < .0001
## 
## Test of Moderators (coefficient 2):
## QM(df = 1) = 0.4700, p-val = 0.4930
## 
## Model Results:
## 
##                    estimate      se     zval    pval    ci.lb   ci.ub 
## intrcpt             -0.1045  0.0749  -1.3952  0.1629  -0.2513  0.0423    
## Lit_Lig_Nit_ratio    0.0013  0.0019   0.6856  0.4930  -0.0025  0.0051    
## 
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## Mixed-Effects Model (k = 115; tau^2 estimator: REML)
## 
##    logLik   deviance        AIC        BIC       AICc 
##   90.5949  -181.1899  -175.1899  -167.0077  -174.9697   
## 
## tau^2 (estimated amount of residual heterogeneity):     0.0085 (SE = 0.0016)
## tau (square root of estimated tau^2 value):             0.0924
## I^2 (residual heterogeneity / unaccounted variability): 99.85%
## H^2 (unaccounted variability / sampling variability):   649.50
## R^2 (amount of heterogeneity accounted for):            11.53%
## 
## Test for Residual Heterogeneity:
## QE(df = 113) = 82862.3224, p-val < .0001
## 
## Test of Moderators (coefficient 2):
## QM(df = 1) = 13.0656, p-val = 0.0003
## 
## Model Results:
## 
##                    estimate      se     zval    pval    ci.lb    ci.ub 
## intrcpt             -0.1465  0.0243  -6.0224  <.0001  -0.1942  -0.0988  *** 
## Lit_Lig_Nit_ratio    0.0022  0.0006   3.6146  0.0003   0.0010   0.0034  *** 
## 
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## Mixed-Effects Model (k = 33; tau^2 estimator: REML)
## 
##   logLik  deviance       AIC       BIC      AICc 
##  -8.9021   17.8043   23.8043   28.1063   24.6932   
## 
## tau^2 (estimated amount of residual heterogeneity):     0.1033 (SE = 0.0266)
## tau (square root of estimated tau^2 value):             0.3214
## I^2 (residual heterogeneity / unaccounted variability): 100.00%
## H^2 (unaccounted variability / sampling variability):   4633934.75
## R^2 (amount of heterogeneity accounted for):            2.84%
## 
## Test for Residual Heterogeneity:
## QE(df = 31) = 30161923.7541, p-val < .0001
## 
## Test of Moderators (coefficient 2):
## QM(df = 1) = 1.8354, p-val = 0.1755
## 
## Model Results:
## 
##                    estimate      se     zval    pval    ci.lb   ci.ub 
## intrcpt              0.2411  0.0723   3.3346  0.0009   0.0994  0.3828  *** 
## Lit_Lig_Nit_ratio   -0.0027  0.0020  -1.3548  0.1755  -0.0066  0.0012      
## 
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## Mixed-Effects Model (k = 63; tau^2 estimator: REML)
## 
##    logLik   deviance        AIC        BIC       AICc 
##   63.7704  -127.5407  -121.5407  -115.2081  -121.1197   
## 
## tau^2 (estimated amount of residual heterogeneity):     0.0039 (SE = 0.0008)
## tau (square root of estimated tau^2 value):             0.0625
## I^2 (residual heterogeneity / unaccounted variability): 99.68%
## H^2 (unaccounted variability / sampling variability):   308.45
## R^2 (amount of heterogeneity accounted for):            1.98%
## 
## Test for Residual Heterogeneity:
## QE(df = 61) = 3670.1787, p-val < .0001
## 
## Test of Moderators (coefficient 2):
## QM(df = 1) = 0.6414, p-val = 0.4232
## 
## Model Results:
## 
##                    estimate      se     zval    pval    ci.lb    ci.ub 
## intrcpt             -0.0639  0.0197  -3.2347  0.0012  -0.1026  -0.0252  ** 
## Lit_Lig_Nit_ratio    0.0005  0.0006   0.8009  0.4232  -0.0007   0.0017     
## 
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## Mixed-Effects Model (k = 23; tau^2 estimator: REML)
## 
##   logLik  deviance       AIC       BIC      AICc 
##  14.2838  -28.5676  -22.5676  -19.4341  -21.1559   
## 
## tau^2 (estimated amount of residual heterogeneity):     0.0065 (SE = 0.0028)
## tau (square root of estimated tau^2 value):             0.0803
## I^2 (residual heterogeneity / unaccounted variability): 93.14%
## H^2 (unaccounted variability / sampling variability):   14.58
## R^2 (amount of heterogeneity accounted for):            10.27%
## 
## Test for Residual Heterogeneity:
## QE(df = 21) = 110.1423, p-val < .0001
## 
## Test of Moderators (coefficient 2):
## QM(df = 1) = 4.9024, p-val = 0.0268
## 
## Model Results:
## 
##                    estimate      se     zval    pval    ci.lb    ci.ub 
## intrcpt             -0.1035  0.0315  -3.2840  0.0010  -0.1653  -0.0417  ** 
## Lit_Lig_Nit_ratio    0.0027  0.0012   2.2141  0.0268   0.0003   0.0051   * 
## 
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1

2.6.6.6 Litter C

## Warning: Studies with NAs omitted from model fitting.
## Warning: Ratio of largest to smallest sampling variance extremely large. May not
## be able to obtain stable results.
## Warning: Studies with NAs omitted from model fitting.
## Warning: Ratio of largest to smallest sampling variance extremely large. May not
## be able to obtain stable results.
## Warning: Studies with NAs omitted from model fitting.

## Warning: Studies with NAs omitted from model fitting.
## Warning: Ratio of largest to smallest sampling variance extremely large. May not
## be able to obtain stable results.
## Warning: Studies with NAs omitted from model fitting.
## Warning: Ratio of largest to smallest sampling variance extremely large. May not
## be able to obtain stable results.
## Warning: Studies with NAs omitted from model fitting.

## Warning: Studies with NAs omitted from model fitting.
## 
## Mixed-Effects Model (k = 419; tau^2 estimator: REML)
## 
##    logLik   deviance        AIC        BIC       AICc 
##  116.2424  -232.4849  -226.4849  -214.3856  -226.4268   
## 
## tau^2 (estimated amount of residual heterogeneity):     0.0077 (SE = 0.0010)
## tau (square root of estimated tau^2 value):             0.0880
## I^2 (residual heterogeneity / unaccounted variability): 99.68%
## H^2 (unaccounted variability / sampling variability):   316.44
## R^2 (amount of heterogeneity accounted for):            2.77%
## 
## Test for Residual Heterogeneity:
## QE(df = 417) = 862100.1383, p-val < .0001
## 
## Test of Moderators (coefficient 2):
## QM(df = 1) = 5.4016, p-val = 0.0201
## 
## Model Results:
## 
##          estimate      se     zval    pval    ci.lb    ci.ub 
## intrcpt    0.1170  0.0726   1.6117  0.1070  -0.0253   0.2593    
## Lit_Car   -0.0035  0.0015  -2.3241  0.0201  -0.0065  -0.0005  * 
## 
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## Mixed-Effects Model (k = 85; tau^2 estimator: REML)
## 
##   logLik  deviance       AIC       BIC      AICc 
##  15.3098  -30.6196  -24.6196  -17.3631  -24.3158   
## 
## tau^2 (estimated amount of residual heterogeneity):     0.0329 (SE = 0.0068)
## tau (square root of estimated tau^2 value):             0.1814
## I^2 (residual heterogeneity / unaccounted variability): 100.00%
## H^2 (unaccounted variability / sampling variability):   576378.03
## R^2 (amount of heterogeneity accounted for):            55.47%
## 
## Test for Residual Heterogeneity:
## QE(df = 83) = 17138156.1186, p-val < .0001
## 
## Test of Moderators (coefficient 2):
## QM(df = 1) = 89.0939, p-val < .0001
## 
## Model Results:
## 
##          estimate      se     zval    pval    ci.lb    ci.ub 
## intrcpt    1.9853  0.2077   9.5607  <.0001   1.5783   2.3923  *** 
## Lit_Car   -0.0431  0.0046  -9.4390  <.0001  -0.0521  -0.0342  *** 
## 
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## Mixed-Effects Model (k = 90; tau^2 estimator: REML)
## 
##    logLik   deviance        AIC        BIC       AICc 
##   51.3304  -102.6608   -96.6608   -89.2288   -96.3751   
## 
## tau^2 (estimated amount of residual heterogeneity):     0.0130 (SE = 0.0023)
## tau (square root of estimated tau^2 value):             0.1138
## I^2 (residual heterogeneity / unaccounted variability): 99.68%
## H^2 (unaccounted variability / sampling variability):   314.22
## R^2 (amount of heterogeneity accounted for):            14.73%
## 
## Test for Residual Heterogeneity:
## QE(df = 88) = 1724.8868, p-val < .0001
## 
## Test of Moderators (coefficient 2):
## QM(df = 1) = 11.5258, p-val = 0.0007
## 
## Model Results:
## 
##          estimate      se     zval    pval    ci.lb    ci.ub 
## intrcpt    0.8057  0.2345   3.4363  0.0006   0.3462   1.2653  *** 
## Lit_Car   -0.0157  0.0046  -3.3950  0.0007  -0.0247  -0.0066  *** 
## 
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## Mixed-Effects Model (k = 414; tau^2 estimator: REML)
## 
##    logLik   deviance        AIC        BIC       AICc 
##   74.1078  -148.2155  -142.2155  -130.1525  -142.1567   
## 
## tau^2 (estimated amount of residual heterogeneity):     0.0127 (SE = 0.0015)
## tau (square root of estimated tau^2 value):             0.1129
## I^2 (residual heterogeneity / unaccounted variability): 99.72%
## H^2 (unaccounted variability / sampling variability):   354.97
## R^2 (amount of heterogeneity accounted for):            1.34%
## 
## Test for Residual Heterogeneity:
## QE(df = 412) = 69575.2810, p-val < .0001
## 
## Test of Moderators (coefficient 2):
## QM(df = 1) = 6.3323, p-val = 0.0119
## 
## Model Results:
## 
##          estimate      se     zval    pval    ci.lb    ci.ub 
## intrcpt    0.2363  0.1062   2.2260  0.0260   0.0282   0.4444  * 
## Lit_Car   -0.0055  0.0022  -2.5164  0.0119  -0.0097  -0.0012  * 
## 
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## Mixed-Effects Model (k = 55; tau^2 estimator: REML)
## 
##   logLik  deviance       AIC       BIC      AICc 
##  25.9181  -51.8362  -45.8362  -39.9253  -45.3464   
## 
## tau^2 (estimated amount of residual heterogeneity):     0.0181 (SE = 0.0040)
## tau (square root of estimated tau^2 value):             0.1346
## I^2 (residual heterogeneity / unaccounted variability): 100.00%
## H^2 (unaccounted variability / sampling variability):   495698.39
## R^2 (amount of heterogeneity accounted for):            77.89%
## 
## Test for Residual Heterogeneity:
## QE(df = 53) = 16261617.4270, p-val < .0001
## 
## Test of Moderators (coefficient 2):
## QM(df = 1) = 176.5840, p-val < .0001
## 
## Model Results:
## 
##          estimate      se      zval    pval    ci.lb    ci.ub 
## intrcpt    2.5170  0.1829   13.7618  <.0001   2.1585   2.8755  *** 
## Lit_Car   -0.0554  0.0042  -13.2885  <.0001  -0.0635  -0.0472  *** 
## 
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## Mixed-Effects Model (k = 100; tau^2 estimator: REML)
## 
##    logLik   deviance        AIC        BIC       AICc 
##   67.9542  -135.9084  -129.9084  -122.1535  -129.6531   
## 
## tau^2 (estimated amount of residual heterogeneity):     0.0059 (SE = 0.0014)
## tau (square root of estimated tau^2 value):             0.0765
## I^2 (residual heterogeneity / unaccounted variability): 99.42%
## H^2 (unaccounted variability / sampling variability):   172.47
## R^2 (amount of heterogeneity accounted for):            0.62%
## 
## Test for Residual Heterogeneity:
## QE(df = 98) = 1462.1177, p-val < .0001
## 
## Test of Moderators (coefficient 2):
## QM(df = 1) = 0.5896, p-val = 0.4426
## 
## Model Results:
## 
##          estimate      se     zval    pval    ci.lb   ci.ub 
## intrcpt   -0.1719  0.1493  -1.1510  0.2497  -0.4645  0.1208    
## Lit_Car    0.0023  0.0029   0.7679  0.4426  -0.0035  0.0080    
## 
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## Mixed-Effects Model (k = 25; tau^2 estimator: REML)
## 
##   logLik  deviance       AIC       BIC      AICc 
##  18.7636  -37.5273  -31.5273  -28.1208  -30.2641   
## 
## tau^2 (estimated amount of residual heterogeneity):     0.0041 (SE = 0.0017)
## tau (square root of estimated tau^2 value):             0.0639
## I^2 (residual heterogeneity / unaccounted variability): 99.05%
## H^2 (unaccounted variability / sampling variability):   105.39
## R^2 (amount of heterogeneity accounted for):            19.75%
## 
## Test for Residual Heterogeneity:
## QE(df = 23) = 100.1380, p-val < .0001
## 
## Test of Moderators (coefficient 2):
## QM(df = 1) = 6.8009, p-val = 0.0091
## 
## Model Results:
## 
##          estimate      se     zval    pval    ci.lb    ci.ub 
## intrcpt   -0.3169  0.1071  -2.9590  0.0031  -0.5268  -0.1070  ** 
## Lit_Car    0.0062  0.0024   2.6078  0.0091   0.0015   0.0108  ** 
## 
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1

2.6.6.7 Fauna available

## Warning: Ratio of largest to smallest sampling variance extremely large. May not
## be able to obtain stable results.

## Warning: Ratio of largest to smallest sampling variance extremely large. May not
## be able to obtain stable results.

## Warning: Ratio of largest to smallest sampling variance extremely large. May not
## be able to obtain stable results.

## Warning: Ratio of largest to smallest sampling variance extremely large. May not
## be able to obtain stable results.

## Warning: Ratio of largest to smallest sampling variance extremely large. May not
## be able to obtain stable results.
## 
## Mixed-Effects Model (k = 504; tau^2 estimator: REML)
## 
##    logLik   deviance        AIC        BIC       AICc 
##  189.6193  -379.2387  -373.2387  -360.5829  -373.1905   
## 
## tau^2 (estimated amount of residual heterogeneity):     0.0072 (SE = 0.0008)
## tau (square root of estimated tau^2 value):             0.0850
## I^2 (residual heterogeneity / unaccounted variability): 99.63%
## H^2 (unaccounted variability / sampling variability):   271.78
## R^2 (amount of heterogeneity accounted for):            6.85%
## 
## Test for Residual Heterogeneity:
## QE(df = 502) = 859121.4604, p-val < .0001
## 
## Test of Moderators (coefficient 2):
## QM(df = 1) = 8.6998, p-val = 0.0032
## 
## Model Results:
## 
##                         estimate      se     zval    pval    ci.lb    ci.ub 
## intrcpt                  -0.0261  0.0064  -4.0790  <.0001  -0.0386  -0.0136 
## Fauna_availablepresent   -0.0369  0.0125  -2.9495  0.0032  -0.0615  -0.0124 
##  
## intrcpt                 *** 
## Fauna_availablepresent   ** 
## 
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## Mixed-Effects Model (k = 243; tau^2 estimator: REML)
## 
##   logLik  deviance       AIC       BIC      AICc 
##   6.4286  -12.8573   -6.8573    3.5971   -6.7560   
## 
## tau^2 (estimated amount of residual heterogeneity):     0.0276 (SE = 0.0038)
## tau (square root of estimated tau^2 value):             0.1661
## I^2 (residual heterogeneity / unaccounted variability): 100.00%
## H^2 (unaccounted variability / sampling variability):   186500.48
## R^2 (amount of heterogeneity accounted for):            29.57%
## 
## Test for Residual Heterogeneity:
## QE(df = 241) = 32902277.2758, p-val < .0001
## 
## Test of Moderators (coefficient 2):
## QM(df = 1) = 70.5189, p-val < .0001
## 
## Model Results:
## 
##                         estimate      se     zval    pval    ci.lb    ci.ub 
## intrcpt                  -0.0540  0.0170  -3.1824  0.0015  -0.0873  -0.0207 
## Fauna_availablepresent    0.2555  0.0304   8.3976  <.0001   0.1959   0.3152 
##  
## intrcpt                  ** 
## Fauna_availablepresent  *** 
## 
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## Mixed-Effects Model (k = 120; tau^2 estimator: REML)
## 
##   logLik  deviance       AIC       BIC      AICc 
##  -1.0309    2.0619    8.0619   16.3739    8.2724   
## 
## tau^2 (estimated amount of residual heterogeneity):     0.0345 (SE = 0.0050)
## tau (square root of estimated tau^2 value):             0.1858
## I^2 (residual heterogeneity / unaccounted variability): 99.83%
## H^2 (unaccounted variability / sampling variability):   584.36
## R^2 (amount of heterogeneity accounted for):            0.00%
## 
## Test for Residual Heterogeneity:
## QE(df = 118) = 9024.2625, p-val < .0001
## 
## Test of Moderators (coefficient 2):
## QM(df = 1) = 0.0002, p-val = 0.9880
## 
## Model Results:
## 
##                         estimate      se     zval    pval    ci.lb   ci.ub 
## intrcpt                   0.0530  0.0397   1.3341  0.1822  -0.0248  0.1307    
## Fauna_availablepresent   -0.0007  0.0447  -0.0151  0.9880  -0.0882  0.0869    
## 
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## Mixed-Effects Model (k = 594; tau^2 estimator: REML)
## 
##    logLik   deviance        AIC        BIC       AICc 
##   75.6281  -151.2562  -145.2562  -132.1057  -145.2154   
## 
## tau^2 (estimated amount of residual heterogeneity):     0.0159 (SE = 0.0014)
## tau (square root of estimated tau^2 value):             0.1262
## I^2 (residual heterogeneity / unaccounted variability): 99.78%
## H^2 (unaccounted variability / sampling variability):   460.37
## R^2 (amount of heterogeneity accounted for):            1.45%
## 
## Test for Residual Heterogeneity:
## QE(df = 592) = 601865.7519, p-val < .0001
## 
## Test of Moderators (coefficient 2):
## QM(df = 1) = 15.8583, p-val < .0001
## 
## Model Results:
## 
##                         estimate      se     zval    pval    ci.lb    ci.ub 
## intrcpt                  -0.0322  0.0093  -3.4529  0.0006  -0.0505  -0.0139 
## Fauna_availablepresent    0.0567  0.0142   3.9822  <.0001   0.0288   0.0846 
##  
## intrcpt                 *** 
## Fauna_availablepresent  *** 
## 
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## Mixed-Effects Model (k = 61; tau^2 estimator: REML)
## 
##   logLik  deviance       AIC       BIC      AICc 
##  26.7722  -53.5444  -47.5444  -41.3118  -47.1080   
## 
## tau^2 (estimated amount of residual heterogeneity):     0.0160 (SE = 0.0033)
## tau (square root of estimated tau^2 value):             0.1263
## I^2 (residual heterogeneity / unaccounted variability): 100.00%
## H^2 (unaccounted variability / sampling variability):   437893.10
## R^2 (amount of heterogeneity accounted for):            78.35%
## 
## Test for Residual Heterogeneity:
## QE(df = 59) = 30225883.9306, p-val < .0001
## 
## Test of Moderators (coefficient 2):
## QM(df = 1) = 189.3867, p-val < .0001
## 
## Model Results:
## 
##                         estimate      se     zval    pval    ci.lb    ci.ub 
## intrcpt                  -0.0408  0.0200  -2.0363  0.0417  -0.0800  -0.0015 
## Fauna_availablepresent    0.5565  0.0404  13.7618  <.0001   0.4772   0.6358 
##  
## intrcpt                   * 
## Fauna_availablepresent  *** 
## 
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## Mixed-Effects Model (k = 156; tau^2 estimator: REML)
## 
##    logLik   deviance        AIC        BIC       AICc 
##   68.5553  -137.1107  -131.1107  -121.9998  -130.9507   
## 
## tau^2 (estimated amount of residual heterogeneity):     0.0038 (SE = 0.0008)
## tau (square root of estimated tau^2 value):             0.0618
## I^2 (residual heterogeneity / unaccounted variability): 99.18%
## H^2 (unaccounted variability / sampling variability):   121.25
## R^2 (amount of heterogeneity accounted for):            1.62%
## 
## Test for Residual Heterogeneity:
## QE(df = 154) = 4308.7670, p-val < .0001
## 
## Test of Moderators (coefficient 2):
## QM(df = 1) = 0.6740, p-val = 0.4117
## 
## Model Results:
## 
##                         estimate      se     zval    pval    ci.lb    ci.ub 
## intrcpt                  -0.0597  0.0113  -5.2700  <.0001  -0.0819  -0.0375 
## Fauna_availablepresent    0.0129  0.0157   0.8209  0.4117  -0.0179   0.0437 
##  
## intrcpt                 *** 
## Fauna_availablepresent 
## 
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## Mixed-Effects Model (k = 56; tau^2 estimator: REML)
## 
##   logLik  deviance       AIC       BIC      AICc 
##  38.8797  -77.7594  -71.7594  -65.7925  -71.2794   
## 
## tau^2 (estimated amount of residual heterogeneity):     0.0079 (SE = 0.0019)
## tau (square root of estimated tau^2 value):             0.0891
## I^2 (residual heterogeneity / unaccounted variability): 95.35%
## H^2 (unaccounted variability / sampling variability):   21.49
## R^2 (amount of heterogeneity accounted for):            0.00%
## 
## Test for Residual Heterogeneity:
## QE(df = 54) = 390.4117, p-val < .0001
## 
## Test of Moderators (coefficient 2):
## QM(df = 1) = 0.5932, p-val = 0.4412
## 
## Model Results:
## 
##                         estimate      se     zval    pval    ci.lb   ci.ub 
## intrcpt                   0.0277  0.0144   1.9149  0.0555  -0.0007  0.0560  . 
## Fauna_availablepresent   -0.0304  0.0394  -0.7702  0.4412  -0.1077  0.0469    
## 
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1

2.6.6.8 Species diversity/richness

## Warning: Ratio of largest to smallest sampling variance extremely large. May not
## be able to obtain stable results.

## Warning: Ratio of largest to smallest sampling variance extremely large. May not
## be able to obtain stable results.

## Warning: Ratio of largest to smallest sampling variance extremely large. May not
## be able to obtain stable results.

## Warning: Ratio of largest to smallest sampling variance extremely large. May not
## be able to obtain stable results.

## Warning: Ratio of largest to smallest sampling variance extremely large. May not
## be able to obtain stable results.
## 
## Mixed-Effects Model (k = 504; tau^2 estimator: REML)
## 
##    logLik   deviance        AIC        BIC       AICc 
##  188.7237  -377.4474  -371.4474  -358.7916  -371.3992   
## 
## tau^2 (estimated amount of residual heterogeneity):     0.0075 (SE = 0.0008)
## tau (square root of estimated tau^2 value):             0.0866
## I^2 (residual heterogeneity / unaccounted variability): 99.66%
## H^2 (unaccounted variability / sampling variability):   295.86
## R^2 (amount of heterogeneity accounted for):            3.34%
## 
## Test for Residual Heterogeneity:
## QE(df = 502) = 880647.5135, p-val < .0001
## 
## Test of Moderators (coefficient 2):
## QM(df = 1) = 5.6975, p-val = 0.0170
## 
## Model Results:
## 
##                    estimate      se     zval    pval    ci.lb    ci.ub 
## intrcpt              0.0024  0.0169   0.1408  0.8880  -0.0308   0.0356    
## sp_div_in_mixture   -0.0160  0.0067  -2.3869  0.0170  -0.0291  -0.0029  * 
## 
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## Mixed-Effects Model (k = 243; tau^2 estimator: REML)
## 
##   logLik  deviance       AIC       BIC      AICc 
## -22.4586   44.9172   50.9172   61.3716   51.0185   
## 
## tau^2 (estimated amount of residual heterogeneity):     0.0392 (SE = 0.0051)
## tau (square root of estimated tau^2 value):             0.1980
## I^2 (residual heterogeneity / unaccounted variability): 100.00%
## H^2 (unaccounted variability / sampling variability):   236208.64
## R^2 (amount of heterogeneity accounted for):            0.00%
## 
## Test for Residual Heterogeneity:
## QE(df = 241) = 33740528.1481, p-val < .0001
## 
## Test of Moderators (coefficient 2):
## QM(df = 1) = 1.5984, p-val = 0.2061
## 
## Model Results:
## 
##                    estimate      se     zval    pval    ci.lb   ci.ub 
## intrcpt              0.0618  0.0373   1.6558  0.0978  -0.0113  0.1349  . 
## sp_div_in_mixture   -0.0145  0.0115  -1.2643  0.2061  -0.0371  0.0080    
## 
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## Mixed-Effects Model (k = 120; tau^2 estimator: REML)
## 
##   logLik  deviance       AIC       BIC      AICc 
##  -0.9453    1.8907    7.8907   16.2027    8.1012   
## 
## tau^2 (estimated amount of residual heterogeneity):     0.0346 (SE = 0.0050)
## tau (square root of estimated tau^2 value):             0.1859
## I^2 (residual heterogeneity / unaccounted variability): 99.85%
## H^2 (unaccounted variability / sampling variability):   677.00
## R^2 (amount of heterogeneity accounted for):            0.00%
## 
## Test for Residual Heterogeneity:
## QE(df = 118) = 9118.3145, p-val < .0001
## 
## Test of Moderators (coefficient 2):
## QM(df = 1) = 0.1642, p-val = 0.6853
## 
## Model Results:
## 
##                    estimate      se     zval    pval    ci.lb   ci.ub 
## intrcpt              0.0752  0.0591   1.2727  0.2031  -0.0406  0.1911    
## sp_div_in_mixture   -0.0091  0.0225  -0.4052  0.6853  -0.0532  0.0350    
## 
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## Mixed-Effects Model (k = 594; tau^2 estimator: REML)
## 
##    logLik   deviance        AIC        BIC       AICc 
##   68.3309  -136.6617  -130.6617  -117.5112  -130.6209   
## 
## tau^2 (estimated amount of residual heterogeneity):     0.0162 (SE = 0.0015)
## tau (square root of estimated tau^2 value):             0.1273
## I^2 (residual heterogeneity / unaccounted variability): 99.79%
## H^2 (unaccounted variability / sampling variability):   474.92
## R^2 (amount of heterogeneity accounted for):            0.00%
## 
## Test for Residual Heterogeneity:
## QE(df = 592) = 582974.3991, p-val < .0001
## 
## Test of Moderators (coefficient 2):
## QM(df = 1) = 0.7057, p-val = 0.4009
## 
## Model Results:
## 
##                    estimate      se     zval    pval    ci.lb   ci.ub 
## intrcpt              0.0052  0.0172   0.3025  0.7623  -0.0285  0.0389    
## sp_div_in_mixture   -0.0050  0.0059  -0.8400  0.4009  -0.0165  0.0066    
## 
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## Mixed-Effects Model (k = 61; tau^2 estimator: REML)
## 
##   logLik  deviance       AIC       BIC      AICc 
##  -2.8545    5.7090   11.7090   17.9416   12.1453   
## 
## tau^2 (estimated amount of residual heterogeneity):     0.0595 (SE = 0.0116)
## tau (square root of estimated tau^2 value):             0.2438
## I^2 (residual heterogeneity / unaccounted variability): 100.00%
## H^2 (unaccounted variability / sampling variability):   1451925.95
## R^2 (amount of heterogeneity accounted for):            19.34%
## 
## Test for Residual Heterogeneity:
## QE(df = 59) = 29922941.6158, p-val < .0001
## 
## Test of Moderators (coefficient 2):
## QM(df = 1) = 14.9462, p-val = 0.0001
## 
## Model Results:
## 
##                    estimate      se     zval    pval    ci.lb    ci.ub 
## intrcpt             -0.5721  0.1732  -3.3036  0.0010  -0.9115  -0.2327  *** 
## sp_div_in_mixture    0.3049  0.0789   3.8660  0.0001   0.1503   0.4595  *** 
## 
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## Mixed-Effects Model (k = 156; tau^2 estimator: REML)
## 
##    logLik   deviance        AIC        BIC       AICc 
##   70.3130  -140.6260  -134.6260  -125.5151  -134.4660   
## 
## tau^2 (estimated amount of residual heterogeneity):     0.0036 (SE = 0.0008)
## tau (square root of estimated tau^2 value):             0.0600
## I^2 (residual heterogeneity / unaccounted variability): 99.10%
## H^2 (unaccounted variability / sampling variability):   110.91
## R^2 (amount of heterogeneity accounted for):            7.04%
## 
## Test for Residual Heterogeneity:
## QE(df = 154) = 7129.7767, p-val < .0001
## 
## Test of Moderators (coefficient 2):
## QM(df = 1) = 4.5387, p-val = 0.0331
## 
## Model Results:
## 
##                    estimate      se     zval    pval    ci.lb    ci.ub 
## intrcpt              0.0075  0.0292   0.2566  0.7975  -0.0498   0.0648    
## sp_div_in_mixture   -0.0234  0.0110  -2.1304  0.0331  -0.0450  -0.0019  * 
## 
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## Mixed-Effects Model (k = 56; tau^2 estimator: REML)
## 
##   logLik  deviance       AIC       BIC      AICc 
##  38.7648  -77.5297  -71.5297  -65.5627  -71.0497   
## 
## tau^2 (estimated amount of residual heterogeneity):     0.0080 (SE = 0.0019)
## tau (square root of estimated tau^2 value):             0.0892
## I^2 (residual heterogeneity / unaccounted variability): 95.44%
## H^2 (unaccounted variability / sampling variability):   21.93
## R^2 (amount of heterogeneity accounted for):            0.00%
## 
## Test for Residual Heterogeneity:
## QE(df = 54) = 388.5222, p-val < .0001
## 
## Test of Moderators (coefficient 2):
## QM(df = 1) = 0.3744, p-val = 0.5406
## 
## Model Results:
## 
##                    estimate      se     zval    pval    ci.lb   ci.ub 
## intrcpt              0.0706  0.0781   0.9046  0.3657  -0.0824  0.2236    
## sp_div_in_mixture   -0.0216  0.0353  -0.6119  0.5406  -0.0909  0.0476    
## 
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1

2.6.6.9 Incubation period (time in days)

## Warning: Ratio of largest to smallest sampling variance extremely large. May not
## be able to obtain stable results.

## Warning: Ratio of largest to smallest sampling variance extremely large. May not
## be able to obtain stable results.

## Warning: Ratio of largest to smallest sampling variance extremely large. May not
## be able to obtain stable results.

## Warning: Ratio of largest to smallest sampling variance extremely large. May not
## be able to obtain stable results.

## Warning: Ratio of largest to smallest sampling variance extremely large. May not
## be able to obtain stable results.
## 
## Mixed-Effects Model (k = 504; tau^2 estimator: REML)
## 
##    logLik   deviance        AIC        BIC       AICc 
##  185.8243  -371.6486  -365.6486  -352.9928  -365.6004   
## 
## tau^2 (estimated amount of residual heterogeneity):     0.0078 (SE = 0.0008)
## tau (square root of estimated tau^2 value):             0.0884
## I^2 (residual heterogeneity / unaccounted variability): 99.48%
## H^2 (unaccounted variability / sampling variability):   193.84
## R^2 (amount of heterogeneity accounted for):            0.00%
## 
## Test for Residual Heterogeneity:
## QE(df = 502) = 288819.5777, p-val < .0001
## 
## Test of Moderators (coefficient 2):
## QM(df = 1) = 0.4916, p-val = 0.4832
## 
## Model Results:
## 
##            estimate      se     zval    pval    ci.lb    ci.ub 
## intrcpt     -0.0429  0.0115  -3.7257  0.0002  -0.0655  -0.0203  *** 
## Time_Days    0.0000  0.0000   0.7011  0.4832  -0.0000   0.0001      
## 
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## Mixed-Effects Model (k = 243; tau^2 estimator: REML)
## 
##   logLik  deviance       AIC       BIC      AICc 
##  16.5508  -33.1016  -27.1016  -16.6472  -27.0004   
## 
## tau^2 (estimated amount of residual heterogeneity):     0.0216 (SE = 0.0031)
## tau (square root of estimated tau^2 value):             0.1470
## I^2 (residual heterogeneity / unaccounted variability): 100.00%
## H^2 (unaccounted variability / sampling variability):   145808.23
## R^2 (amount of heterogeneity accounted for):            44.78%
## 
## Test for Residual Heterogeneity:
## QE(df = 241) = 30805048.7124, p-val < .0001
## 
## Test of Moderators (coefficient 2):
## QM(df = 1) = 112.3456, p-val < .0001
## 
## Model Results:
## 
##            estimate      se     zval    pval    ci.lb    ci.ub 
## intrcpt     -0.0987  0.0177  -5.5768  <.0001  -0.1334  -0.0640  *** 
## Time_Days    0.0005  0.0000  10.5993  <.0001   0.0004   0.0005  *** 
## 
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## Mixed-Effects Model (k = 120; tau^2 estimator: REML)
## 
##   logLik  deviance       AIC       BIC      AICc 
##  18.0443  -36.0885  -30.0885  -21.7764  -29.8780   
## 
## tau^2 (estimated amount of residual heterogeneity):     0.0232 (SE = 0.0035)
## tau (square root of estimated tau^2 value):             0.1523
## I^2 (residual heterogeneity / unaccounted variability): 99.80%
## H^2 (unaccounted variability / sampling variability):   488.50
## R^2 (amount of heterogeneity accounted for):            31.83%
## 
## Test for Residual Heterogeneity:
## QE(df = 118) = 9247.7426, p-val < .0001
## 
## Test of Moderators (coefficient 2):
## QM(df = 1) = 43.8826, p-val < .0001
## 
## Model Results:
## 
##            estimate      se     zval    pval    ci.lb    ci.ub 
## intrcpt      0.1891  0.0260   7.2729  <.0001   0.1382   0.2401  *** 
## Time_Days   -0.0004  0.0001  -6.6244  <.0001  -0.0005  -0.0003  *** 
## 
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## Mixed-Effects Model (k = 594; tau^2 estimator: REML)
## 
##    logLik   deviance        AIC        BIC       AICc 
##   77.2044  -154.4087  -148.4087  -135.2582  -148.3679   
## 
## tau^2 (estimated amount of residual heterogeneity):     0.0149 (SE = 0.0014)
## tau (square root of estimated tau^2 value):             0.1220
## I^2 (residual heterogeneity / unaccounted variability): 99.77%
## H^2 (unaccounted variability / sampling variability):   436.15
## R^2 (amount of heterogeneity accounted for):            7.80%
## 
## Test for Residual Heterogeneity:
## QE(df = 592) = 205236.7209, p-val < .0001
## 
## Test of Moderators (coefficient 2):
## QM(df = 1) = 19.8295, p-val < .0001
## 
## Model Results:
## 
##            estimate      se     zval    pval    ci.lb    ci.ub 
## intrcpt      0.0300  0.0109   2.7555  0.0059   0.0087   0.0514   ** 
## Time_Days   -0.0001  0.0000  -4.4530  <.0001  -0.0002  -0.0001  *** 
## 
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## Mixed-Effects Model (k = 61; tau^2 estimator: REML)
## 
##   logLik  deviance       AIC       BIC      AICc 
##  11.1481  -22.2962  -16.2962  -10.0636  -15.8598   
## 
## tau^2 (estimated amount of residual heterogeneity):     0.0351 (SE = 0.0070)
## tau (square root of estimated tau^2 value):             0.1872
## I^2 (residual heterogeneity / unaccounted variability): 100.00%
## H^2 (unaccounted variability / sampling variability):   961838.41
## R^2 (amount of heterogeneity accounted for):            52.45%
## 
## Test for Residual Heterogeneity:
## QE(df = 59) = 30258073.4907, p-val < .0001
## 
## Test of Moderators (coefficient 2):
## QM(df = 1) = 62.3174, p-val < .0001
## 
## Model Results:
## 
##            estimate      se     zval    pval    ci.lb    ci.ub 
## intrcpt     -0.2519  0.0499  -5.0481  <.0001  -0.3497  -0.1541  *** 
## Time_Days    0.0006  0.0001   7.8941  <.0001   0.0004   0.0007  *** 
## 
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## Mixed-Effects Model (k = 156; tau^2 estimator: REML)
## 
##    logLik   deviance        AIC        BIC       AICc 
##   69.7735  -139.5469  -133.5469  -124.4361  -133.3869   
## 
## tau^2 (estimated amount of residual heterogeneity):     0.0037 (SE = 0.0008)
## tau (square root of estimated tau^2 value):             0.0606
## I^2 (residual heterogeneity / unaccounted variability): 99.09%
## H^2 (unaccounted variability / sampling variability):   110.34
## R^2 (amount of heterogeneity accounted for):            5.41%
## 
## Test for Residual Heterogeneity:
## QE(df = 154) = 3094.0257, p-val < .0001
## 
## Test of Moderators (coefficient 2):
## QM(df = 1) = 2.3903, p-val = 0.1221
## 
## Model Results:
## 
##            estimate      se     zval    pval    ci.lb    ci.ub 
## intrcpt     -0.0902  0.0255  -3.5417  0.0004  -0.1401  -0.0403  *** 
## Time_Days    0.0001  0.0000   1.5461  0.1221  -0.0000   0.0001      
## 
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## Mixed-Effects Model (k = 56; tau^2 estimator: REML)
## 
##   logLik  deviance       AIC       BIC      AICc 
##  45.5192  -91.0384  -85.0384  -79.0715  -84.5584   
## 
## tau^2 (estimated amount of residual heterogeneity):     0.0062 (SE = 0.0015)
## tau (square root of estimated tau^2 value):             0.0788
## I^2 (residual heterogeneity / unaccounted variability): 97.84%
## H^2 (unaccounted variability / sampling variability):   46.26
## R^2 (amount of heterogeneity accounted for):            21.41%
## 
## Test for Residual Heterogeneity:
## QE(df = 54) = 368.4351, p-val < .0001
## 
## Test of Moderators (coefficient 2):
## QM(df = 1) = 14.8152, p-val = 0.0001
## 
## Model Results:
## 
##            estimate      se     zval    pval    ci.lb    ci.ub 
## intrcpt     -0.0741  0.0284  -2.6086  0.0091  -0.1298  -0.0184   ** 
## Time_Days    0.0002  0.0001   3.8491  0.0001   0.0001   0.0004  *** 
## 
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1

2.6.7 Metaregression for the whole data set

2.6.7.1 Metaregression for one parameter at a time for the total observations

## Warning: Studies with NAs omitted from model fitting.
## Warning: Ratio of largest to smallest sampling variance extremely large. May not
## be able to obtain stable results.
## Warning: Studies with NAs omitted from model fitting.
## Warning: Ratio of largest to smallest sampling variance extremely large. May not
## be able to obtain stable results.
## Warning: Studies with NAs omitted from model fitting.
## Warning: Ratio of largest to smallest sampling variance extremely large. May not
## be able to obtain stable results.
## Warning: Studies with NAs omitted from model fitting.
## Warning: Ratio of largest to smallest sampling variance extremely large. May not
## be able to obtain stable results.
## Warning: Studies with NAs omitted from model fitting.
## Warning: Ratio of largest to smallest sampling variance extremely large. May not
## be able to obtain stable results.
## Warning: Studies with NAs omitted from model fitting.
## Warning: Ratio of largest to smallest sampling variance extremely large. May not
## be able to obtain stable results.

## Warning: Ratio of largest to smallest sampling variance extremely large. May not
## be able to obtain stable results.

## Warning: Ratio of largest to smallest sampling variance extremely large. May not
## be able to obtain stable results.

## Warning: Ratio of largest to smallest sampling variance extremely large. May not
## be able to obtain stable results.

## Warning: Ratio of largest to smallest sampling variance extremely large. May not
## be able to obtain stable results.

## Warning: Ratio of largest to smallest sampling variance extremely large. May not
## be able to obtain stable results.

## Warning: Ratio of largest to smallest sampling variance extremely large. May not
## be able to obtain stable results.

2.6.7.2 Check summaries

## 
## Mixed-Effects Model (k = 584; tau^2 estimator: REML)
## 
##   logLik  deviance       AIC       BIC      AICc 
##   4.8067   -9.6133   -3.6133    9.4861   -3.5718   
## 
## tau^2 (estimated amount of residual heterogeneity):     0.0293 (SE = 0.0022)
## tau (square root of estimated tau^2 value):             0.1711
## I^2 (residual heterogeneity / unaccounted variability): 100.00%
## H^2 (unaccounted variability / sampling variability):   83410.79
## R^2 (amount of heterogeneity accounted for):            0.16%
## 
## Test for Residual Heterogeneity:
## QE(df = 582) = 39369335.3851, p-val < .0001
## 
## Test of Moderators (coefficient 2):
## QM(df = 1) = 2.7077, p-val = 0.0999
## 
## Model Results:
## 
##                    estimate      se     zval    pval    ci.lb   ci.ub 
## intrcpt              0.0330  0.0232   1.4199  0.1556  -0.0126  0.0786    
## Lit_Car_Nit_ratio   -0.0007  0.0004  -1.6455  0.0999  -0.0016  0.0001  . 
## 
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## Mixed-Effects Model (k = 562; tau^2 estimator: REML)
## 
##   logLik  deviance       AIC       BIC      AICc 
##  22.2121  -44.4242  -38.4242  -25.4404  -38.3810   
## 
## tau^2 (estimated amount of residual heterogeneity):     0.0248 (SE = 0.0021)
## tau (square root of estimated tau^2 value):             0.1574
## I^2 (residual heterogeneity / unaccounted variability): 100.00%
## H^2 (unaccounted variability / sampling variability):   67007.88
## R^2 (amount of heterogeneity accounted for):            1.00%
## 
## Test for Residual Heterogeneity:
## QE(df = 560) = 32007403.9096, p-val < .0001
## 
## Test of Moderators (coefficient 2):
## QM(df = 1) = 4.4249, p-val = 0.0354
## 
## Model Results:
## 
##          estimate      se     zval    pval    ci.lb    ci.ub 
## intrcpt    0.0071  0.0099   0.7180  0.4728  -0.0123   0.0265    
## Lit_Pho   -0.0692  0.0329  -2.1036  0.0354  -0.1336  -0.0047  * 
## 
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## Mixed-Effects Model (k = 765; tau^2 estimator: REML)
## 
##    logLik   deviance        AIC        BIC       AICc 
##   75.6678  -151.3357  -145.3357  -131.4239  -145.3041   
## 
## tau^2 (estimated amount of residual heterogeneity):     0.0237 (SE = 0.0017)
## tau (square root of estimated tau^2 value):             0.1541
## I^2 (residual heterogeneity / unaccounted variability): 100.00%
## H^2 (unaccounted variability / sampling variability):   48616.21
## R^2 (amount of heterogeneity accounted for):            0.26%
## 
## Test for Residual Heterogeneity:
## QE(df = 763) = 45816487.1907, p-val < .0001
## 
## Test of Moderators (coefficient 2):
## QM(df = 1) = 2.1810, p-val = 0.1397
## 
## Model Results:
## 
##          estimate      se     zval    pval    ci.lb   ci.ub 
## intrcpt    0.0165  0.0205   0.8024  0.4223  -0.0238  0.0567    
## Lit_Nit   -0.0244  0.0165  -1.4768  0.1397  -0.0569  0.0080    
## 
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## Mixed-Effects Model (k = 284; tau^2 estimator: REML)
## 
##    logLik   deviance        AIC        BIC       AICc 
##   88.4773  -176.9546  -170.9546  -160.0288  -170.8682   
## 
## tau^2 (estimated amount of residual heterogeneity):     0.0282 (SE = 0.0027)
## tau (square root of estimated tau^2 value):             0.1679
## I^2 (residual heterogeneity / unaccounted variability): 100.00%
## H^2 (unaccounted variability / sampling variability):   165633.18
## R^2 (amount of heterogeneity accounted for):            1.11%
## 
## Test for Residual Heterogeneity:
## QE(df = 282) = 47585021.1923, p-val < .0001
## 
## Test of Moderators (coefficient 2):
## QM(df = 1) = 4.0024, p-val = 0.0454
## 
## Model Results:
## 
##          estimate      se     zval    pval    ci.lb    ci.ub 
## intrcpt   -0.0008  0.0123  -0.0688  0.9452  -0.0251   0.0234    
## Lit_Lig   -0.0003  0.0001  -2.0006  0.0454  -0.0005  -0.0000  * 
## 
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## Mixed-Effects Model (k = 234; tau^2 estimator: REML)
## 
##    logLik   deviance        AIC        BIC       AICc 
##   60.9550  -121.9101  -115.9101  -105.5699  -115.8048   
## 
## tau^2 (estimated amount of residual heterogeneity):     0.0318 (SE = 0.0032)
## tau (square root of estimated tau^2 value):             0.1783
## I^2 (residual heterogeneity / unaccounted variability): 100.00%
## H^2 (unaccounted variability / sampling variability):   211240.73
## R^2 (amount of heterogeneity accounted for):            0.44%
## 
## Test for Residual Heterogeneity:
## QE(df = 232) = 39918876.4898, p-val < .0001
## 
## Test of Moderators (coefficient 2):
## QM(df = 1) = 0.8348, p-val = 0.3609
## 
## Model Results:
## 
##                    estimate      se     zval    pval    ci.lb   ci.ub 
## intrcpt             -0.0103  0.0225  -0.4595  0.6459  -0.0543  0.0337    
## Lit_Lig_Nit_ratio   -0.0006  0.0006  -0.9137  0.3609  -0.0017  0.0006    
## 
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## Mixed-Effects Model (k = 594; tau^2 estimator: REML)
## 
##    logLik   deviance        AIC        BIC       AICc 
##   92.6895  -185.3791  -179.3791  -166.2286  -179.3383   
## 
## tau^2 (estimated amount of residual heterogeneity):     0.0208 (SE = 0.0017)
## tau (square root of estimated tau^2 value):             0.1444
## I^2 (residual heterogeneity / unaccounted variability): 100.00%
## H^2 (unaccounted variability / sampling variability):   54443.10
## R^2 (amount of heterogeneity accounted for):            14.51%
## 
## Test for Residual Heterogeneity:
## QE(df = 592) = 19547885.2672, p-val < .0001
## 
## Test of Moderators (coefficient 2):
## QM(df = 1) = 60.0729, p-val < .0001
## 
## Model Results:
## 
##          estimate      se     zval    pval    ci.lb    ci.ub 
## intrcpt    0.5858  0.0790   7.4136  <.0001   0.4309   0.7406  *** 
## Lit_Car   -0.0126  0.0016  -7.7507  <.0001  -0.0158  -0.0094  *** 
## 
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## Mixed-Effects Model (k = 867; tau^2 estimator: REML)
## 
##    logLik   deviance        AIC        BIC       AICc 
##   82.7529  -165.5058  -159.5058  -145.2177  -159.4780   
## 
## tau^2 (estimated amount of residual heterogeneity):     0.0225 (SE = 0.0015)
## tau (square root of estimated tau^2 value):             0.1499
## I^2 (residual heterogeneity / unaccounted variability): 100.00%
## H^2 (unaccounted variability / sampling variability):   38956.04
## R^2 (amount of heterogeneity accounted for):            0.00%
## 
## Test for Residual Heterogeneity:
## QE(df = 865) = 54887327.5170, p-val < .0001
## 
## Test of Moderators (coefficient 2):
## QM(df = 1) = 0.9330, p-val = 0.3341
## 
## Model Results:
## 
##                    estimate      se     zval    pval    ci.lb   ci.ub 
## intrcpt              0.0090  0.0169   0.5330  0.5941  -0.0241  0.0422    
## sp_div_in_mixture   -0.0060  0.0062  -0.9659  0.3341  -0.0180  0.0061    
## 
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## Mixed-Effects Model (k = 867; tau^2 estimator: REML)
## 
##    logLik   deviance        AIC        BIC       AICc 
##   96.6898  -193.3795  -187.3795  -173.0914  -187.3517   
## 
## tau^2 (estimated amount of residual heterogeneity):     0.0217 (SE = 0.0015)
## tau (square root of estimated tau^2 value):             0.1471
## I^2 (residual heterogeneity / unaccounted variability): 100.00%
## H^2 (unaccounted variability / sampling variability):   41815.82
## R^2 (amount of heterogeneity accounted for):            3.54%
## 
## Test for Residual Heterogeneity:
## QE(df = 865) = 49387190.2228, p-val < .0001
## 
## Test of Moderators (coefficient 2):
## QM(df = 1) = 29.6734, p-val < .0001
## 
## Model Results:
## 
##                         estimate      se     zval    pval    ci.lb    ci.ub 
## intrcpt                  -0.0333  0.0081  -4.1089  <.0001  -0.0492  -0.0174 
## Fauna_availablepresent    0.0710  0.0130   5.4473  <.0001   0.0455   0.0966 
##  
## intrcpt                 *** 
## Fauna_availablepresent  *** 
## 
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## Mixed-Effects Model (k = 867; tau^2 estimator: REML)
## 
##    logLik   deviance        AIC        BIC       AICc 
##   99.8485  -199.6970  -191.6970  -172.6507  -191.6504   
## 
## tau^2 (estimated amount of residual heterogeneity):     0.0210 (SE = 0.0014)
## tau (square root of estimated tau^2 value):             0.1450
## I^2 (residual heterogeneity / unaccounted variability): 100.00%
## H^2 (unaccounted variability / sampling variability):   40301.53
## R^2 (amount of heterogeneity accounted for):            6.31%
## 
## Test for Residual Heterogeneity:
## QE(df = 864) = 36878206.4800, p-val < .0001
## 
## Test of Moderators (coefficients 2:3):
## QM(df = 2) = 38.3201, p-val < .0001
## 
## Model Results:
## 
##                           estimate      se     zval    pval    ci.lb    ci.ub 
## intrcpt                     0.0309  0.0127   2.4291  0.0151   0.0060   0.0558 
## climatic_regionTemperate   -0.0699  0.0152  -4.6019  <.0001  -0.0997  -0.0401 
## climatic_regionTropics      0.0177  0.0193   0.9148  0.3603  -0.0202   0.0555 
##  
## intrcpt                     * 
## climatic_regionTemperate  *** 
## climatic_regionTropics 
## 
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## Mixed-Effects Model (k = 867; tau^2 estimator: REML)
## 
##    logLik   deviance        AIC        BIC       AICc 
##   82.9356  -165.8712  -157.8712  -138.8249  -157.8247   
## 
## tau^2 (estimated amount of residual heterogeneity):     0.0224 (SE = 0.0015)
## tau (square root of estimated tau^2 value):             0.1496
## I^2 (residual heterogeneity / unaccounted variability): 100.00%
## H^2 (unaccounted variability / sampling variability):   42966.75
## R^2 (amount of heterogeneity accounted for):            0.30%
## 
## Test for Residual Heterogeneity:
## QE(df = 864) = 35408203.1558, p-val < .0001
## 
## Test of Moderators (coefficients 2:3):
## QM(df = 2) = 3.4573, p-val = 0.1775
## 
## Model Results:
## 
##                             estimate      se     zval    pval    ci.lb   ci.ub 
## intrcpt                       0.0194  0.0167   1.1602  0.2459  -0.0134  0.0522 
## precipitation_levelslow      -0.0251  0.0190  -1.3257  0.1849  -0.0623  0.0120 
## precipitation_levelsmedium   -0.0374  0.0201  -1.8586  0.0631  -0.0769  0.0020 
##  
## intrcpt 
## precipitation_levelslow 
## precipitation_levelsmedium  . 
## 
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## Mixed-Effects Model (k = 867; tau^2 estimator: REML)
## 
##    logLik   deviance        AIC        BIC       AICc 
##   83.9994  -167.9987  -161.9987  -147.7105  -161.9709   
## 
## tau^2 (estimated amount of residual heterogeneity):     0.0223 (SE = 0.0015)
## tau (square root of estimated tau^2 value):             0.1493
## I^2 (residual heterogeneity / unaccounted variability): 100.00%
## H^2 (unaccounted variability / sampling variability):   42808.77
## R^2 (amount of heterogeneity accounted for):            0.67%
## 
## Test for Residual Heterogeneity:
## QE(df = 865) = 36081678.7318, p-val < .0001
## 
## Test of Moderators (coefficient 2):
## QM(df = 1) = 3.9418, p-val = 0.0471
## 
## Model Results:
## 
##            estimate      se     zval    pval    ci.lb    ci.ub 
## intrcpt     -0.0239  0.0111  -2.1614  0.0307  -0.0456  -0.0022  * 
## Time_Days    0.0000  0.0000   1.9854  0.0471   0.0000   0.0001  * 
## 
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## Mixed-Effects Model (k = 867; tau^2 estimator: REML)
## 
##    logLik   deviance        AIC        BIC       AICc 
##   82.1944  -164.3888  -158.3888  -144.1007  -158.3610   
## 
## tau^2 (estimated amount of residual heterogeneity):     0.0225 (SE = 0.0015)
## tau (square root of estimated tau^2 value):             0.1501
## I^2 (residual heterogeneity / unaccounted variability): 100.00%
## H^2 (unaccounted variability / sampling variability):   43243.75
## R^2 (amount of heterogeneity accounted for):            0.00%
## 
## Test for Residual Heterogeneity:
## QE(df = 865) = 35217228.4976, p-val < .0001
## 
## Test of Moderators (coefficient 2):
## QM(df = 1) = 0.4756, p-val = 0.4904
## 
## Model Results:
## 
##                estimate      se     zval    pval    ci.lb   ci.ub 
## intrcpt         -0.0134  0.0124  -1.0813  0.2796  -0.0377  0.0109    
## Annual_precip    0.0000  0.0000   0.6897  0.4904  -0.0000  0.0000    
## 
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1

2.6.8 Metaregression whole data all moderators together

Metaregression for all the moderators together include the ones that are not higly correlated

## Warning: Studies with NAs omitted from model fitting.
## Warning: Ratio of largest to smallest sampling variance extremely large. May not
## be able to obtain stable results.
## 
## Mixed-Effects Model (k = 151; tau^2 estimator: REML)
## 
##    logLik   deviance        AIC        BIC       AICc 
##  110.1429  -220.2857  -192.2857  -151.3042  -188.8711   
## 
## tau^2 (estimated amount of residual heterogeneity):     0.0080 (SE = 0.0012)
## tau (square root of estimated tau^2 value):             0.0896
## I^2 (residual heterogeneity / unaccounted variability): 100.00%
## H^2 (unaccounted variability / sampling variability):   36197.94
## R^2 (amount of heterogeneity accounted for):            80.91%
## 
## Test for Residual Heterogeneity:
## QE(df = 138) = 8298124.0386, p-val < .0001
## 
## Test of Moderators (coefficients 2:13):
## QM(df = 12) = 533.2457, p-val < .0001
## 
## Model Results:
## 
##                             estimate      se     zval    pval    ci.lb    ci.ub 
## intrcpt                       1.1691  0.8785   1.3309  0.1832  -0.5526   2.8909 
## Lit_Pho                       0.2086  0.4611   0.4523  0.6510  -0.6952   1.1123 
## Lit_Nit                      -0.4110  0.0630  -6.5218  <.0001  -0.5345  -0.2875 
## Lit_Lig_Nit_ratio            -0.0001  0.0015  -0.0555  0.9557  -0.0031   0.0029 
## Time_Days                     0.0001  0.0001   1.8203  0.0687  -0.0000   0.0002 
## Lit_Car                      -0.0111  0.0046  -2.4126  0.0158  -0.0202  -0.0021 
## sp_div_in_mixture            -0.0130  0.0185  -0.7002  0.4838  -0.0492   0.0233 
## Fauna_availablepresent        0.1447  0.0513   2.8194  0.0048   0.0441   0.2453 
## climatic_regionTemperate     -0.3252  0.0704  -4.6165  <.0001  -0.4633  -0.1871 
## climatic_regionTropics       -0.4205  0.0675  -6.2314  <.0001  -0.5527  -0.2882 
## precipitation_levelslow       0.0905  0.7312   0.1237  0.9015  -1.3427   1.5236 
## precipitation_levelsmedium    0.1832  0.7369   0.2486  0.8037  -1.2611   1.6274 
## Lit_Car_Nit_ratio            -0.0023  0.0017  -1.3380  0.1809  -0.0057   0.0011 
##  
## intrcpt 
## Lit_Pho 
## Lit_Nit                     *** 
## Lit_Lig_Nit_ratio 
## Time_Days                     . 
## Lit_Car                       * 
## sp_div_in_mixture 
## Fauna_availablepresent       ** 
## climatic_regionTemperate    *** 
## climatic_regionTropics      *** 
## precipitation_levelslow 
## precipitation_levelsmedium 
## Lit_Car_Nit_ratio 
## 
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1

2.6.8.1 Best model that fits our data

We should incorporate moderators that are highly correlated. Thus, we need to run correlation test.

2.6.8.1.1 Check for correlations between some variables within the data.
## `geom_smooth()` using formula 'y ~ x'
## Warning: Removed 379 rows containing non-finite values (stat_smooth).
## Warning: Removed 379 rows containing non-finite values (stat_cor).
## Warning: Removed 379 rows containing missing values (geom_point).

## 
##  Pearson's product-moment correlation
## 
## data:  litmeta$Lit_Car and litmeta$Lit_Car_Nit_ratio
## t = 7.9135, df = 486, p-value = 1.706e-14
## alternative hypothesis: true correlation is not equal to 0
## 95 percent confidence interval:
##  0.2567917 0.4141958
## sample estimates:
##      cor 
## 0.337854
## `geom_smooth()` using formula 'y ~ x'
## Warning: Removed 298 rows containing non-finite values (stat_smooth).
## Warning: Removed 298 rows containing non-finite values (stat_cor).
## Warning: Removed 298 rows containing missing values (geom_point).

## 
##  Pearson's product-moment correlation
## 
## data:  litmeta$Lit_Nit and litmeta$Lit_Car_Nit_ratio
## t = -29.301, df = 567, p-value < 2.2e-16
## alternative hypothesis: true correlation is not equal to 0
## 95 percent confidence interval:
##  -0.8067870 -0.7411334
## sample estimates:
##        cor 
## -0.7760542

2.6.8.2 Conduct model selection using glmulti

## Loading required package: leaps

Define a function that takes a model formula and a dataset as input and then fits a random or mixed-effects meta-regression model to the given data using maximum likelihood estimation:

Here we ensure that we only keep rows with no missing data from all predictors used we used the metaregression results to choose the moderators to use in glmulti. moderators that were not significant were dropped apart from precipitation_levels since its part of our 2nd hypothesis.

## [1] 867  56
## [1] 466  56
## Initialization...
## TASK: Exhaustive screening of candidate set.
## Fitting...
## Warning: Ratio of largest to smallest sampling variance extremely large. May not
## be able to obtain stable results.

## Warning: Ratio of largest to smallest sampling variance extremely large. May not
## be able to obtain stable results.

## Warning: Ratio of largest to smallest sampling variance extremely large. May not
## be able to obtain stable results.

## Warning: Ratio of largest to smallest sampling variance extremely large. May not
## be able to obtain stable results.

## Warning: Ratio of largest to smallest sampling variance extremely large. May not
## be able to obtain stable results.

## Warning: Ratio of largest to smallest sampling variance extremely large. May not
## be able to obtain stable results.

## Warning: Ratio of largest to smallest sampling variance extremely large. May not
## be able to obtain stable results.

## Warning: Ratio of largest to smallest sampling variance extremely large. May not
## be able to obtain stable results.

## Warning: Ratio of largest to smallest sampling variance extremely large. May not
## be able to obtain stable results.

## Warning: Ratio of largest to smallest sampling variance extremely large. May not
## be able to obtain stable results.

## Warning: Ratio of largest to smallest sampling variance extremely large. May not
## be able to obtain stable results.

## Warning: Ratio of largest to smallest sampling variance extremely large. May not
## be able to obtain stable results.

## Warning: Ratio of largest to smallest sampling variance extremely large. May not
## be able to obtain stable results.

## Warning: Ratio of largest to smallest sampling variance extremely large. May not
## be able to obtain stable results.

## Warning: Ratio of largest to smallest sampling variance extremely large. May not
## be able to obtain stable results.

## Warning: Ratio of largest to smallest sampling variance extremely large. May not
## be able to obtain stable results.

## Warning: Ratio of largest to smallest sampling variance extremely large. May not
## be able to obtain stable results.

## Warning: Ratio of largest to smallest sampling variance extremely large. May not
## be able to obtain stable results.

## Warning: Ratio of largest to smallest sampling variance extremely large. May not
## be able to obtain stable results.

## Warning: Ratio of largest to smallest sampling variance extremely large. May not
## be able to obtain stable results.

## Warning: Ratio of largest to smallest sampling variance extremely large. May not
## be able to obtain stable results.

## Warning: Ratio of largest to smallest sampling variance extremely large. May not
## be able to obtain stable results.

## Warning: Ratio of largest to smallest sampling variance extremely large. May not
## be able to obtain stable results.

## Warning: Ratio of largest to smallest sampling variance extremely large. May not
## be able to obtain stable results.

## Warning: Ratio of largest to smallest sampling variance extremely large. May not
## be able to obtain stable results.

## Warning: Ratio of largest to smallest sampling variance extremely large. May not
## be able to obtain stable results.

## Warning: Ratio of largest to smallest sampling variance extremely large. May not
## be able to obtain stable results.

## Warning: Ratio of largest to smallest sampling variance extremely large. May not
## be able to obtain stable results.

## Warning: Ratio of largest to smallest sampling variance extremely large. May not
## be able to obtain stable results.

## Warning: Ratio of largest to smallest sampling variance extremely large. May not
## be able to obtain stable results.

## Warning: Ratio of largest to smallest sampling variance extremely large. May not
## be able to obtain stable results.

## Warning: Ratio of largest to smallest sampling variance extremely large. May not
## be able to obtain stable results.

## Warning: Ratio of largest to smallest sampling variance extremely large. May not
## be able to obtain stable results.

## Warning: Ratio of largest to smallest sampling variance extremely large. May not
## be able to obtain stable results.

## Warning: Ratio of largest to smallest sampling variance extremely large. May not
## be able to obtain stable results.

## Warning: Ratio of largest to smallest sampling variance extremely large. May not
## be able to obtain stable results.

## Warning: Ratio of largest to smallest sampling variance extremely large. May not
## be able to obtain stable results.

## Warning: Ratio of largest to smallest sampling variance extremely large. May not
## be able to obtain stable results.

## Warning: Ratio of largest to smallest sampling variance extremely large. May not
## be able to obtain stable results.

## Warning: Ratio of largest to smallest sampling variance extremely large. May not
## be able to obtain stable results.

## Warning: Ratio of largest to smallest sampling variance extremely large. May not
## be able to obtain stable results.

## Warning: Ratio of largest to smallest sampling variance extremely large. May not
## be able to obtain stable results.

## Warning: Ratio of largest to smallest sampling variance extremely large. May not
## be able to obtain stable results.

## Warning: Ratio of largest to smallest sampling variance extremely large. May not
## be able to obtain stable results.

## Warning: Ratio of largest to smallest sampling variance extremely large. May not
## be able to obtain stable results.

## Warning: Ratio of largest to smallest sampling variance extremely large. May not
## be able to obtain stable results.

## Warning: Ratio of largest to smallest sampling variance extremely large. May not
## be able to obtain stable results.

## Warning: Ratio of largest to smallest sampling variance extremely large. May not
## be able to obtain stable results.

## Warning: Ratio of largest to smallest sampling variance extremely large. May not
## be able to obtain stable results.

## Warning: Ratio of largest to smallest sampling variance extremely large. May not
## be able to obtain stable results.

## Warning: Ratio of largest to smallest sampling variance extremely large. May not
## be able to obtain stable results.

## Warning: Ratio of largest to smallest sampling variance extremely large. May not
## be able to obtain stable results.

## Warning: Ratio of largest to smallest sampling variance extremely large. May not
## be able to obtain stable results.

## Warning: Ratio of largest to smallest sampling variance extremely large. May not
## be able to obtain stable results.

## Warning: Ratio of largest to smallest sampling variance extremely large. May not
## be able to obtain stable results.

## Warning: Ratio of largest to smallest sampling variance extremely large. May not
## be able to obtain stable results.

## Warning: Ratio of largest to smallest sampling variance extremely large. May not
## be able to obtain stable results.

## Warning: Ratio of largest to smallest sampling variance extremely large. May not
## be able to obtain stable results.
## 
## After 50 models:
## Best model: yi~1+Fauna_available+Lit_Car+Lit_Pho+Time_Days+sp_div_in_mixture
## Crit= -122.953637663603
## Mean crit= -54.2749342612702
## Warning: Ratio of largest to smallest sampling variance extremely large. May not
## be able to obtain stable results.

## Warning: Ratio of largest to smallest sampling variance extremely large. May not
## be able to obtain stable results.

## Warning: Ratio of largest to smallest sampling variance extremely large. May not
## be able to obtain stable results.

## Warning: Ratio of largest to smallest sampling variance extremely large. May not
## be able to obtain stable results.

## Warning: Ratio of largest to smallest sampling variance extremely large. May not
## be able to obtain stable results.

## Warning: Ratio of largest to smallest sampling variance extremely large. May not
## be able to obtain stable results.

## Warning: Ratio of largest to smallest sampling variance extremely large. May not
## be able to obtain stable results.

## Warning: Ratio of largest to smallest sampling variance extremely large. May not
## be able to obtain stable results.

## Warning: Ratio of largest to smallest sampling variance extremely large. May not
## be able to obtain stable results.

## Warning: Ratio of largest to smallest sampling variance extremely large. May not
## be able to obtain stable results.

## Warning: Ratio of largest to smallest sampling variance extremely large. May not
## be able to obtain stable results.

## Warning: Ratio of largest to smallest sampling variance extremely large. May not
## be able to obtain stable results.

## Warning: Ratio of largest to smallest sampling variance extremely large. May not
## be able to obtain stable results.

## Warning: Ratio of largest to smallest sampling variance extremely large. May not
## be able to obtain stable results.

## Warning: Ratio of largest to smallest sampling variance extremely large. May not
## be able to obtain stable results.

## Warning: Ratio of largest to smallest sampling variance extremely large. May not
## be able to obtain stable results.

## Warning: Ratio of largest to smallest sampling variance extremely large. May not
## be able to obtain stable results.

## Warning: Ratio of largest to smallest sampling variance extremely large. May not
## be able to obtain stable results.

## Warning: Ratio of largest to smallest sampling variance extremely large. May not
## be able to obtain stable results.

## Warning: Ratio of largest to smallest sampling variance extremely large. May not
## be able to obtain stable results.

## Warning: Ratio of largest to smallest sampling variance extremely large. May not
## be able to obtain stable results.

## Warning: Ratio of largest to smallest sampling variance extremely large. May not
## be able to obtain stable results.

## Warning: Ratio of largest to smallest sampling variance extremely large. May not
## be able to obtain stable results.

## Warning: Ratio of largest to smallest sampling variance extremely large. May not
## be able to obtain stable results.

## Warning: Ratio of largest to smallest sampling variance extremely large. May not
## be able to obtain stable results.

## Warning: Ratio of largest to smallest sampling variance extremely large. May not
## be able to obtain stable results.

## Warning: Ratio of largest to smallest sampling variance extremely large. May not
## be able to obtain stable results.

## Warning: Ratio of largest to smallest sampling variance extremely large. May not
## be able to obtain stable results.

## Warning: Ratio of largest to smallest sampling variance extremely large. May not
## be able to obtain stable results.

## Warning: Ratio of largest to smallest sampling variance extremely large. May not
## be able to obtain stable results.

## Warning: Ratio of largest to smallest sampling variance extremely large. May not
## be able to obtain stable results.

## Warning: Ratio of largest to smallest sampling variance extremely large. May not
## be able to obtain stable results.

## Warning: Ratio of largest to smallest sampling variance extremely large. May not
## be able to obtain stable results.

## Warning: Ratio of largest to smallest sampling variance extremely large. May not
## be able to obtain stable results.

## Warning: Ratio of largest to smallest sampling variance extremely large. May not
## be able to obtain stable results.

## Warning: Ratio of largest to smallest sampling variance extremely large. May not
## be able to obtain stable results.

## Warning: Ratio of largest to smallest sampling variance extremely large. May not
## be able to obtain stable results.

## Warning: Ratio of largest to smallest sampling variance extremely large. May not
## be able to obtain stable results.

## Warning: Ratio of largest to smallest sampling variance extremely large. May not
## be able to obtain stable results.

## Warning: Ratio of largest to smallest sampling variance extremely large. May not
## be able to obtain stable results.

## Warning: Ratio of largest to smallest sampling variance extremely large. May not
## be able to obtain stable results.

## Warning: Ratio of largest to smallest sampling variance extremely large. May not
## be able to obtain stable results.

## Warning: Ratio of largest to smallest sampling variance extremely large. May not
## be able to obtain stable results.

## Warning: Ratio of largest to smallest sampling variance extremely large. May not
## be able to obtain stable results.

## Warning: Ratio of largest to smallest sampling variance extremely large. May not
## be able to obtain stable results.

## Warning: Ratio of largest to smallest sampling variance extremely large. May not
## be able to obtain stable results.

## Warning: Ratio of largest to smallest sampling variance extremely large. May not
## be able to obtain stable results.

## Warning: Ratio of largest to smallest sampling variance extremely large. May not
## be able to obtain stable results.

## Warning: Ratio of largest to smallest sampling variance extremely large. May not
## be able to obtain stable results.

## Warning: Ratio of largest to smallest sampling variance extremely large. May not
## be able to obtain stable results.

## Warning: Ratio of largest to smallest sampling variance extremely large. May not
## be able to obtain stable results.

## Warning: Ratio of largest to smallest sampling variance extremely large. May not
## be able to obtain stable results.

## Warning: Ratio of largest to smallest sampling variance extremely large. May not
## be able to obtain stable results.

## Warning: Ratio of largest to smallest sampling variance extremely large. May not
## be able to obtain stable results.

## Warning: Ratio of largest to smallest sampling variance extremely large. May not
## be able to obtain stable results.

## Warning: Ratio of largest to smallest sampling variance extremely large. May not
## be able to obtain stable results.

## Warning: Ratio of largest to smallest sampling variance extremely large. May not
## be able to obtain stable results.

## Warning: Ratio of largest to smallest sampling variance extremely large. May not
## be able to obtain stable results.

## 
## After 100 models:
## Best model: yi~1+Fauna_available+precipitation_levels+Lit_Car+Lit_Pho+Time_Days
## Crit= -156.353640292807
## Mean crit= -67.8887311541515
## Warning: Ratio of largest to smallest sampling variance extremely large. May not
## be able to obtain stable results.

## Warning: Ratio of largest to smallest sampling variance extremely large. May not
## be able to obtain stable results.

## Warning: Ratio of largest to smallest sampling variance extremely large. May not
## be able to obtain stable results.

## Warning: Ratio of largest to smallest sampling variance extremely large. May not
## be able to obtain stable results.

## Warning: Ratio of largest to smallest sampling variance extremely large. May not
## be able to obtain stable results.

## Warning: Ratio of largest to smallest sampling variance extremely large. May not
## be able to obtain stable results.

## Warning: Ratio of largest to smallest sampling variance extremely large. May not
## be able to obtain stable results.

## Warning: Ratio of largest to smallest sampling variance extremely large. May not
## be able to obtain stable results.

## Warning: Ratio of largest to smallest sampling variance extremely large. May not
## be able to obtain stable results.

## Warning: Ratio of largest to smallest sampling variance extremely large. May not
## be able to obtain stable results.

## Warning: Ratio of largest to smallest sampling variance extremely large. May not
## be able to obtain stable results.

## Warning: Ratio of largest to smallest sampling variance extremely large. May not
## be able to obtain stable results.

## 
## After 150 models:
## Best model: yi~1+Fauna_available+climatic_region+precipitation_levels+Lit_Car+Lit_Pho+Time_Days
## Crit= -169.07409277618
## Mean crit= -94.0440951685833

## Completed.
2.6.8.2.1 Brief summary of the results
## glmulti.analysis
## Method: h / Fitting: rma.glmulti / IC used: aicc
## Level: 1 / Marginality: FALSE
## From 100 models:
## Best IC: -169.07409277618
## Best model:
## [1] "yi ~ 1 + Fauna_available + climatic_region + precipitation_levels + "
## [2] "    Lit_Car + Lit_Pho + Time_Days"                                   
## Evidence weight: 0.67802489142905
## Worst IC: -41.142934082675
## 2 models within 2 IC units.
## 1 models to reach 95% of evidence weight.
2.6.8.2.2 Plot of the AICc values for all 512 models

2.6.8.2.3 Looking at the top 10 models
##                                                                                                                   model
## 1                     yi ~ 1 + Fauna_available + climatic_region + precipitation_levels + Lit_Car + Lit_Pho + Time_Days
## 2 yi ~ 1 + Fauna_available + climatic_region + precipitation_levels + Lit_Car + Lit_Pho + Time_Days + sp_div_in_mixture
##        aicc   weights
## 1 -169.0741 0.6780249
## 2 -167.5639 0.3186496
2.6.8.2.4 Examine the best model
## 
## Mixed-Effects Model (k = 466; tau^2 estimator: ML)
## 
##    logLik   deviance        AIC        BIC       AICc 
##   94.7788  1244.6535  -169.5576  -128.1158  -169.0741   
## 
## tau^2 (estimated amount of residual heterogeneity):     0.0134 (SE = 0.0014)
## tau (square root of estimated tau^2 value):             0.1156
## I^2 (residual heterogeneity / unaccounted variability): 100.00%
## H^2 (unaccounted variability / sampling variability):   36850.95
## R^2 (amount of heterogeneity accounted for):            52.12%
## 
## Test for Residual Heterogeneity:
## QE(df = 457) = 13986255.4151, p-val < .0001
## 
## Test of Moderators (coefficients 2:9):
## QM(df = 8) = 276.4170, p-val < .0001
## 
## Model Results:
## 
##                             estimate      se     zval    pval    ci.lb    ci.ub 
## intrcpt                       0.7805  0.0895   8.7218  <.0001   0.6051   0.9558 
## Fauna_availablepresent        0.0914  0.0205   4.4546  <.0001   0.0512   0.1317 
## climatic_regionTemperate     -0.0718  0.0243  -2.9596  0.0031  -0.1193  -0.0242 
## climatic_regionTropics       -0.1395  0.0352  -3.9644  <.0001  -0.2084  -0.0705 
## precipitation_levelslow      -0.2272  0.0402  -5.6473  <.0001  -0.3061  -0.1484 
## precipitation_levelsmedium   -0.2420  0.0333  -7.2670  <.0001  -0.3073  -0.1767 
## Lit_Car                      -0.0129  0.0020  -6.3824  <.0001  -0.0169  -0.0090 
## Lit_Pho                      -0.1130  0.0285  -3.9600  <.0001  -0.1689  -0.0571 
## Time_Days                     0.0002  0.0000   7.8360  <.0001   0.0002   0.0003 
##  
## intrcpt                     *** 
## Fauna_availablepresent      *** 
## climatic_regionTemperate     ** 
## climatic_regionTropics      *** 
## precipitation_levelslow     *** 
## precipitation_levelsmedium  *** 
## Lit_Car                     *** 
## Lit_Pho                     *** 
## Time_Days                   *** 
## 
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
2.6.8.2.5 Obtain a plot of the relative importance of the various model terms with the code below

2.6.8.2.6 Carry out the computations for multimodel inference
##                                 Estimate Uncond. variance Nb models Importance
## sp_div_in_mixture           0.0024225613     2.713520e-05        48  0.3198103
## climatic_regionTemperate   -0.0710959208     5.950538e-04        54  0.9981829
## climatic_regionTropics     -0.1390976055     1.251319e-03        54  0.9981829
## Lit_Pho                    -0.1125713832     8.209233e-04        50  0.9986573
## Fauna_availablepresent      0.0912677876     4.227436e-04        58  0.9998273
## Lit_Car                    -0.0129873148     4.146950e-06        64  1.0000000
## precipitation_levelslow    -0.2258356843     1.636073e-03        58  1.0000000
## precipitation_levelsmedium -0.2402182521     1.133454e-03        58  1.0000000
## Time_Days                   0.0002441243     9.777843e-10        54  1.0000000
## intrcpt                     0.7757352723     8.193248e-03       100  1.0000000
##                            +/- (alpha=0.05)
## sp_div_in_mixture              1.020974e-02
## climatic_regionTemperate       4.781082e-02
## climatic_regionTropics         6.933174e-02
## Lit_Pho                        5.615642e-02
## Fauna_availablepresent         4.029829e-02
## Lit_Car                        3.991283e-03
## precipitation_levelslow        7.927742e-02
## precipitation_levelsmedium     6.598574e-02
## Time_Days                      6.128718e-05
## intrcpt                        1.774092e-01
##                            Estimate Std. Error z value Pr(>|z|)   ci.lb   ci.ub
## intrcpt                      0.7757     0.0905  8.5701   0.0000  0.5983  0.9531
## Time_Days                    0.0002     0.0000  7.8071   0.0000  0.0002  0.0003
## precipitation_levelslow     -0.2258     0.0404 -5.5833   0.0000 -0.3051 -0.1466
## precipitation_levelsmedium  -0.2402     0.0337 -7.1352   0.0000 -0.3062 -0.1742
## Lit_Car                     -0.0130     0.0020 -6.3776   0.0000 -0.0170 -0.0090
## Fauna_availablepresent       0.0913     0.0206  4.4389   0.0000  0.0510  0.1316
## Lit_Pho                     -0.1126     0.0287 -3.9290   0.0001 -0.1687 -0.0564
## climatic_regionTemperate    -0.0711     0.0244 -2.9145   0.0036 -0.1189 -0.0233
## climatic_regionTropics      -0.1391     0.0354 -3.9322   0.0001 -0.2084 -0.0698
## sp_div_in_mixture            0.0024     0.0052  0.4651   0.6419 -0.0078  0.0126
##                            Importance
## intrcpt                        1.0000
## Time_Days                      1.0000
## precipitation_levelslow        1.0000
## precipitation_levelsmedium     1.0000
## Lit_Car                        1.0000
## Fauna_availablepresent         0.9998
## Lit_Pho                        0.9987
## climatic_regionTemperate       0.9982
## climatic_regionTropics         0.9982
## sp_div_in_mixture              0.3198

2.6.9 Remaing figures

Combine the plots into different panels for the manuscript using patchwork

2.6.9.1 Fig 4

## Warning in grid.Call(C_textBounds, as.graphicsAnnot(x$label), x$x, x$y, : font
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## Warning in grid.Call(C_textBounds, as.graphicsAnnot(x$label), x$x, x$y, : font
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## Warning in grid.Call(C_textBounds, as.graphicsAnnot(x$label), x$x, x$y, : font
## family not found in Windows font database

## Warning in grid.Call(C_textBounds, as.graphicsAnnot(x$label), x$x, x$y, : font
## family not found in Windows font database

## Warning in grid.Call(C_textBounds, as.graphicsAnnot(x$label), x$x, x$y, : font
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## Warning in grid.Call(C_textBounds, as.graphicsAnnot(x$label), x$x, x$y, : font
## family not found in Windows font database

## Warning in grid.Call(C_textBounds, as.graphicsAnnot(x$label), x$x, x$y, : font
## family not found in Windows font database

## Warning in grid.Call(C_textBounds, as.graphicsAnnot(x$label), x$x, x$y, : font
## family not found in Windows font database

## Warning in grid.Call(C_textBounds, as.graphicsAnnot(x$label), x$x, x$y, : font
## family not found in Windows font database

## Warning in grid.Call(C_textBounds, as.graphicsAnnot(x$label), x$x, x$y, : font
## family not found in Windows font database

## Warning in grid.Call(C_textBounds, as.graphicsAnnot(x$label), x$x, x$y, : font
## family not found in Windows font database

## Warning in grid.Call(C_textBounds, as.graphicsAnnot(x$label), x$x, x$y, : font
## family not found in Windows font database

## Warning in grid.Call(C_textBounds, as.graphicsAnnot(x$label), x$x, x$y, : font
## family not found in Windows font database

## Warning in grid.Call(C_textBounds, as.graphicsAnnot(x$label), x$x, x$y, : font
## family not found in Windows font database

## Warning in grid.Call(C_textBounds, as.graphicsAnnot(x$label), x$x, x$y, : font
## family not found in Windows font database

## Warning in grid.Call(C_textBounds, as.graphicsAnnot(x$label), x$x, x$y, : font
## family not found in Windows font database

## Warning in grid.Call(C_textBounds, as.graphicsAnnot(x$label), x$x, x$y, : font
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## Warning in grid.Call(C_textBounds, as.graphicsAnnot(x$label), x$x, x$y, : font
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2.6.9.2 Fig 5

## Warning in grid.Call(C_textBounds, as.graphicsAnnot(x$label), x$x, x$y, : font
## family not found in Windows font database

## Warning in grid.Call(C_textBounds, as.graphicsAnnot(x$label), x$x, x$y, : font
## family not found in Windows font database

## Warning in grid.Call(C_textBounds, as.graphicsAnnot(x$label), x$x, x$y, : font
## family not found in Windows font database

## Warning in grid.Call(C_textBounds, as.graphicsAnnot(x$label), x$x, x$y, : font
## family not found in Windows font database

## Warning in grid.Call(C_textBounds, as.graphicsAnnot(x$label), x$x, x$y, : font
## family not found in Windows font database

## Warning in grid.Call(C_textBounds, as.graphicsAnnot(x$label), x$x, x$y, : font
## family not found in Windows font database

## Warning in grid.Call(C_textBounds, as.graphicsAnnot(x$label), x$x, x$y, : font
## family not found in Windows font database

## Warning in grid.Call(C_textBounds, as.graphicsAnnot(x$label), x$x, x$y, : font
## family not found in Windows font database

## Warning in grid.Call(C_textBounds, as.graphicsAnnot(x$label), x$x, x$y, : font
## family not found in Windows font database

## Warning in grid.Call(C_textBounds, as.graphicsAnnot(x$label), x$x, x$y, : font
## family not found in Windows font database

## Warning in grid.Call(C_textBounds, as.graphicsAnnot(x$label), x$x, x$y, : font
## family not found in Windows font database

## Warning in grid.Call(C_textBounds, as.graphicsAnnot(x$label), x$x, x$y, : font
## family not found in Windows font database

## Warning in grid.Call(C_textBounds, as.graphicsAnnot(x$label), x$x, x$y, : font
## family not found in Windows font database

## Warning in grid.Call(C_textBounds, as.graphicsAnnot(x$label), x$x, x$y, : font
## family not found in Windows font database

## Warning in grid.Call(C_textBounds, as.graphicsAnnot(x$label), x$x, x$y, : font
## family not found in Windows font database

## Warning in grid.Call(C_textBounds, as.graphicsAnnot(x$label), x$x, x$y, : font
## family not found in Windows font database

## Warning in grid.Call(C_textBounds, as.graphicsAnnot(x$label), x$x, x$y, : font
## family not found in Windows font database

## Warning in grid.Call(C_textBounds, as.graphicsAnnot(x$label), x$x, x$y, : font
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2.6.10 Old fig 4

## Warning in grid.Call(C_textBounds, as.graphicsAnnot(x$label), x$x, x$y, : font
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## Warning in grid.Call(C_textBounds, as.graphicsAnnot(x$label), x$x, x$y, : font
## family not found in Windows font database

## Warning in grid.Call(C_textBounds, as.graphicsAnnot(x$label), x$x, x$y, : font
## family not found in Windows font database

## Warning in grid.Call(C_textBounds, as.graphicsAnnot(x$label), x$x, x$y, : font
## family not found in Windows font database

## Warning in grid.Call(C_textBounds, as.graphicsAnnot(x$label), x$x, x$y, : font
## family not found in Windows font database

## Warning in grid.Call(C_textBounds, as.graphicsAnnot(x$label), x$x, x$y, : font
## family not found in Windows font database

## Warning in grid.Call(C_textBounds, as.graphicsAnnot(x$label), x$x, x$y, : font
## family not found in Windows font database

## Warning in grid.Call(C_textBounds, as.graphicsAnnot(x$label), x$x, x$y, : font
## family not found in Windows font database

## Warning in grid.Call(C_textBounds, as.graphicsAnnot(x$label), x$x, x$y, : font
## family not found in Windows font database

## Warning in grid.Call(C_textBounds, as.graphicsAnnot(x$label), x$x, x$y, : font
## family not found in Windows font database

## Warning in grid.Call(C_textBounds, as.graphicsAnnot(x$label), x$x, x$y, : font
## family not found in Windows font database

## Warning in grid.Call(C_textBounds, as.graphicsAnnot(x$label), x$x, x$y, : font
## family not found in Windows font database

## Warning in grid.Call(C_textBounds, as.graphicsAnnot(x$label), x$x, x$y, : font
## family not found in Windows font database

## Warning in grid.Call(C_textBounds, as.graphicsAnnot(x$label), x$x, x$y, : font
## family not found in Windows font database

## Warning in grid.Call(C_textBounds, as.graphicsAnnot(x$label), x$x, x$y, : font
## family not found in Windows font database

## Warning in grid.Call(C_textBounds, as.graphicsAnnot(x$label), x$x, x$y, : font
## family not found in Windows font database

## Warning in grid.Call(C_textBounds, as.graphicsAnnot(x$label), x$x, x$y, : font
## family not found in Windows font database

## Warning in grid.Call(C_textBounds, as.graphicsAnnot(x$label), x$x, x$y, : font
## family not found in Windows font database
## Saving 7 x 5 in image
## Warning in grid.Call(C_textBounds, as.graphicsAnnot(x$label), x$x, x$y, : font
## family not found in Windows font database

## Warning in grid.Call(C_textBounds, as.graphicsAnnot(x$label), x$x, x$y, : font
## family not found in Windows font database

## Warning in grid.Call(C_textBounds, as.graphicsAnnot(x$label), x$x, x$y, : font
## family not found in Windows font database

## Warning in grid.Call(C_textBounds, as.graphicsAnnot(x$label), x$x, x$y, : font
## family not found in Windows font database

## Warning in grid.Call(C_textBounds, as.graphicsAnnot(x$label), x$x, x$y, : font
## family not found in Windows font database

## Warning in grid.Call(C_textBounds, as.graphicsAnnot(x$label), x$x, x$y, : font
## family not found in Windows font database

## Warning in grid.Call(C_textBounds, as.graphicsAnnot(x$label), x$x, x$y, : font
## family not found in Windows font database

## Warning in grid.Call(C_textBounds, as.graphicsAnnot(x$label), x$x, x$y, : font
## family not found in Windows font database

## Warning in grid.Call(C_textBounds, as.graphicsAnnot(x$label), x$x, x$y, : font
## family not found in Windows font database

#END